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 "metadata": {
  "name": "",
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  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "My BGE Smart Meter Data - Comparing New and Old Apartments\n"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook composed by Justin Elszasz.\n",
      "\n",
      "Exploratory data analysis is conducted for a dataset consisting of hourly apartment electricity consumption in kilowatt-hours.  The data are obtained directly from the utility company Baltimore Gas and Electric via the Green Button smart meter data protocol.  Additionally, hourly weather data are obtained using the open API at Weather Underground (weatherunderground.com).\n",
      "\n",
      "Data are missing from May 1 to May 23.  There are two apartments shown. A description of the differences between the two apartments can be found here: http://jtelszasz.github.io/blog_project/articles/The-New-Pad/\n",
      "\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "#import import_funcs\n",
      "reload(import_funcs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "<module 'import_funcs' from 'import_funcs.py'>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I wrote a couple of functions to cleanly import the data for both the electricity use and for weather using the Weather Underground API and put them in a class (import_funcs.py) of their own.  I did this (as opposed to importing directly here) because I intend to use those functions elsewhere.  Sorry I don't have them nicely embedded here."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Import the BGE hourly electricity data and weather data using import_funcs.py class\n",
      "old_apt = import_funcs.BGEdata(\"old apt\")\n",
      "new_apt = import_funcs.BGEdata(\"new apt\")\n",
      "weather = import_funcs.weather()\n",
      "\n",
      "# Merge into one Pandas dataframe\n",
      "old_apt_and_weather = pd.merge(weather,old_apt,left_index=True,right_index=True)\n",
      "new_apt_and_weather = pd.merge(weather,new_apt,left_index=True,right_index=True)\n",
      "#new_apt_and_weather = new_apt\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Time Series"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Pretty colors\n",
      "gray_light = '#bbbbbb'\n",
      "gray_med = '#737373'\n",
      "red_orange = '#ff3700'\n",
      "my_cyan = '#00CCFF'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[10,3])\n",
      "plot_south = old_apt_and_weather['USAGE'].plot(color=gray_light,linewidth=.6)\n",
      "plot_north = new_apt_and_weather['USAGE'].plot(color=red_orange,grid='off',linewidth=.6)\n",
      "xlim([min(old_apt_and_weather.index),max(new_apt_and_weather.index)])\n",
      "title('Time Series, Hourly Electricity Consumption')\n",
      "legend(['Old Apt','New Apt'],loc='upper left')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('')\n",
      "\n",
      "#fig.savefig('plots/New-Old-TS.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 21,
       "text": [
        "<matplotlib.text.Text at 0x10cf96550>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DB0e/d+7cGb1797bs45133kFGRgYmTpwIALj00ktx+umno6ysLFpv0KBBMXWGDh2KkpKS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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10d0094d0>"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[14,3])\n",
      "plot_north = new_apt_and_weather['USAGE'].plot(color=red_orange,grid='off',linewidth=.6)\n",
      "#xlim([min(old_apt_and_weather.index),max(new_apt_and_weather.index)])\n",
      "title('Time Series, Hourly Electricity Consumption')\n",
      "#legend(['Old Apt','New Apt'],loc='upper left')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('')\n",
      "\n",
      "#fig.savefig('plots/New-TS.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 22,
       "text": [
        "<matplotlib.text.Text at 0x10cfe4510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vohOB729ZPR0ffVI/fPvM/ICI1gSwFYCPAXhN/tPjAP4F4JfMvKj7Imo0/dAG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\nrQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10d0cbad0>"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "new_apt_and_weather.tail()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>hum</th>\n",
        "      <th>precipm</th>\n",
        "      <th>tempm</th>\n",
        "      <th>wspdm</th>\n",
        "      <th>tempF</th>\n",
        "      <th>COST</th>\n",
        "      <th>NOTES</th>\n",
        "      <th>TYPE</th>\n",
        "      <th>UNITS</th>\n",
        "      <th>USAGE</th>\n",
        "      <th>timestamp_end</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>timestamp</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2015-01-31 19:00:00</th>\n",
        "      <td> 43</td>\n",
        "      <td> 0</td>\n",
        "      <td>-2.8</td>\n",
        "      <td> 0</td>\n",
        "      <td> 27.0</td>\n",
        "      <td> $0.15</td>\n",
        "      <td>NaN</td>\n",
        "      <td> Electric usage</td>\n",
        "      <td> kWh</td>\n",
        "      <td> 1.12</td>\n",
        "      <td>2015-01-31 19:59:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-31 20:00:00</th>\n",
        "      <td> 53</td>\n",
        "      <td> 0</td>\n",
        "      <td>-4.4</td>\n",
        "      <td> 0</td>\n",
        "      <td> 24.1</td>\n",
        "      <td> $0.07</td>\n",
        "      <td>NaN</td>\n",
        "      <td> Electric usage</td>\n",
        "      <td> kWh</td>\n",
        "      <td> 0.52</td>\n",
        "      <td>2015-01-31 20:59:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-31 21:00:00</th>\n",
        "      <td> 63</td>\n",
        "      <td> 0</td>\n",
        "      <td>-6.0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 21.2</td>\n",
        "      <td> $0.07</td>\n",
        "      <td>NaN</td>\n",
        "      <td> Electric usage</td>\n",
        "      <td> kWh</td>\n",
        "      <td> 0.50</td>\n",
        "      <td>2015-01-31 21:59:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-31 22:00:00</th>\n",
        "      <td> 60</td>\n",
        "      <td> 0</td>\n",
        "      <td>-5.6</td>\n",
        "      <td> 0</td>\n",
        "      <td> 21.9</td>\n",
        "      <td> $0.05</td>\n",
        "      <td>NaN</td>\n",
        "      <td> Electric usage</td>\n",
        "      <td> kWh</td>\n",
        "      <td> 0.40</td>\n",
        "      <td>2015-01-31 22:59:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-31 23:00:00</th>\n",
        "      <td> 68</td>\n",
        "      <td> 0</td>\n",
        "      <td>-6.7</td>\n",
        "      <td> 0</td>\n",
        "      <td> 19.9</td>\n",
        "      <td> $0.09</td>\n",
        "      <td>NaN</td>\n",
        "      <td> Electric usage</td>\n",
        "      <td> kWh</td>\n",
        "      <td> 0.65</td>\n",
        "      <td>2015-01-31 23:59:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "                     hum  precipm  tempm  wspdm  tempF   COST  NOTES  \\\n",
        "timestamp                                                              \n",
        "2015-01-31 19:00:00   43        0   -2.8      0   27.0  $0.15    NaN   \n",
        "2015-01-31 20:00:00   53        0   -4.4      0   24.1  $0.07    NaN   \n",
        "2015-01-31 21:00:00   63        0   -6.0      0   21.2  $0.07    NaN   \n",
        "2015-01-31 22:00:00   60        0   -5.6      0   21.9  $0.05    NaN   \n",
        "2015-01-31 23:00:00   68        0   -6.7      0   19.9  $0.09    NaN   \n",
        "\n",
        "                               TYPE UNITS  USAGE       timestamp_end  \n",
        "timestamp                                                             \n",
        "2015-01-31 19:00:00  Electric usage   kWh   1.12 2015-01-31 19:59:00  \n",
        "2015-01-31 20:00:00  Electric usage   kWh   0.52 2015-01-31 20:59:00  \n",
        "2015-01-31 21:00:00  Electric usage   kWh   0.50 2015-01-31 21:59:00  \n",
        "2015-01-31 22:00:00  Electric usage   kWh   0.40 2015-01-31 22:59:00  \n",
        "2015-01-31 23:00:00  Electric usage   kWh   0.65 2015-01-31 23:59:00  "
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Elec v. Temp\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[8,6])\n",
      "plot_new = plot(new_apt_and_weather['tempF'],new_apt_and_weather['USAGE'],'x',color=red_orange)\n",
      "plot_old = plot(old_apt_and_weather['tempF'],old_apt_and_weather['USAGE'],'x',color=gray_light)\n",
      "\n",
      "legend(['Old Apt','New Apt'],loc='upper left')\n",
      "title('Electricity Usage and Outdoor Temperature')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('Outdoor Temperature (deg F)')\n",
      "\n",
      "#fig.savefig('plots/New-Old-Elec-Temp.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 24,
       "text": [
        "<matplotlib.text.Text at 0x10e5b7290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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gzeQQq109Hj/Ep536rF7e0U/WtN/s7wxufbLSKq/9k4LxKG8gnD69LWXh6yCf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T7L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\nelNzhQjk88QYyBotEEbfK79Vom2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8uOZDKU0uWSdQ/NlXSS382r/9Ohny745ov4FxsDHK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\nmDBhwoSJ4wT/D/FfIuKf3JsyAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10f0a4090>"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Histograms/Distributions"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Define a functions to produce histogram and cumulative distribution."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Histogram\n",
      "def elec_hist(data,date_range,hist_title):\n",
      "\n",
      "    fig = plt.figure()\n",
      "    elec_pdf = data.ix[date_range].hist(weights=np.ones_like(data.ix[date_range])/data.ix[date_range].size,bins=20,grid=False)\n",
      "    #xlim(xmax=)\n",
      "    #ylim(ymax=.5)\n",
      "    ylabel('Proportion')\n",
      "    xlabel('Usage (kWh)')\n",
      "    title(hist_title)\n",
      "    elec_pdf.text(0.1,.14,'N = %d hours'%size(data.ix[date_range]))\n",
      "    \n",
      "# Cumulative Distribution Function\n",
      "def elec_cdf(data,date_range,cdf_title):\n",
      "\n",
      "    fig = plt.figure()\n",
      "    elec_cdf = data.ix[date_range].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "    #xlim(xmax=6)\n",
      "    #ylim(ymax=1)\n",
      "    ylabel('Proportion of Hours (x <= X)')\n",
      "    xlabel('Usage (kWh)')\n",
      "    title(cdf_title)\n",
      "    #fig.text(0,1,'N_feb = %d hours \\n N_mar = %d hours \\n N_new = %d hours'%[size(old_apt_and_weather['USAGE'].ix['feb 2014']),size(old_apt_and_weather['USAGE'].ix['mar 2014']),size(new_apt_and_weather['USAGE'])])\n",
      "    #legend(['St. Paul South - Feb','St. Paul South - March','St. Paul North'],'lower right')\n",
      "\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 127
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec_hist(old_apt_and_weather['USAGE'],'feb 2014','Old Apartment \\n February 2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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pqanS341p+yorKwMAhIWFAQAiIyOh1WoRHR0tldFqtRg7diyUSiViYmLwxhtv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\nidsAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 128
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The following histogram is for the new apartment."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec_hist(new_apt_and_weather['USAGE'],'june 2014','New Apartment \\n June 2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0KytZCuBTAPeaWP49AA/xVVl5HCqVSny4UWNOnz6N2tpaeHh4aM1PTU3FBx98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\nxP8B9XukoQYRCbIAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 124
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Below are the cumulative distributions for February and March, which give the probability that usage is a given quantity or less."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure()\n",
      "CDF_old = old_apt_and_weather['USAGE'].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "CDF_new = new_apt_and_weather['USAGE'].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "xlim(xmax=max(max(old_apt_and_weather['USAGE']),max(new_apt_and_weather['USAGE'])))\n",
      "ylim(ymax=1)\n",
      "ylabel('Proportion of Hours (x <= X)')\n",
      "xlabel('Usage (kWh)')\n",
      "title('Elec. Usage Cumulative Distributions')\n",
      "#fig.text(0,1,'N_feb = %d hours \\n N_mar = %d hours \\n N_new = %d hours'%[size(old_apt_and_weather['USAGE'].ix['feb 2014']),size(old_apt_and_weather['USAGE'].ix['mar 2014']),size(new_apt_and_weather['USAGE'])])\n",
      "legend(['Old Apt','New Apt'],'lower right')\n",
      "\n",
      "#fig.savefig('ElecCDF - Feb_March2014.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 123,
       "text": [
        "<matplotlib.legend.Legend at 0xace6410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8888cPnxYsxGKAnuQ+ICL0RcZvW80dxLuMPidwWzss5EyRmX0HVqOvvkGZs1S\nddns00ff0QhRMmSb+F9P+q/q0qWLVoIRbyc5LZnZf8/mxO0TtKjagmue1yhlUKpQ3wyXkABffw2r\nVsHq1TBuHBgU3pYoIYqVwnXHjsiX5LRkTt4+SdctXSltWJodH+ygj23hrjanp6va8mfPVi0vWwYe\nHpL0hdAlSfxFUFpGGnHJcTRf25z4lHhG2o/kv33+q++w8uSjj1Rz5G7cCMOGgZH8BQqhc/JvVwRN\nOzKNtafXYlXOiodTH1KuVDl9h5Qn//kP7NmjSvz9+uk7GiFKrjx9wW73/7dOtm3bVqvBiJxFPI7A\ndpUt60PX88N7P3Br0q0ikfT374cqVWDCBFW3zVeGaxJC6EGeavzPnj0DICkpSavBiJw9SHyAqbEp\nvw35jTrmdfQdTp5cvaqaMeu991Rt+1Wr6jsiIYQ09RQRM47OIPhuMOVLlaeBZQN9h5MnN2/Cp5/C\ns2cwcaIkfSEKC0n8RcSG0A3Me3ceztWdc9+4EAgLgw8/VN2Bu2YNtGih74iEEC9JJ7pC7rsT32H6\nnSlxyXEMeWcILaoW/gy6fz+0bKmaEH3nTnBy0ndEQohXSeIv5O4l3uPL9l8SNz2uUA6h/CqlUjWM\nwObNMGKEaoL0evX0HZUQ4nV5SvzLli0DYOnSpVoNRmSmVCpRKpWUNSpbJHrv7N0L77wD58/D8OEy\n0JoQhVWeEv/LWV1ym1xdaM65h+cwmm/E6pDVWJS10Hc4OYqLgx494P33VRdxIyJARvUQovDKMfHH\nxsYya9asTK9t27ZNZyNzlmTxyfG0qdkG5VdKhtkN03c4Obp4ES5cgCNHVF03hRCFW46J39zcnMOH\nD3Pt2jVA1fQwb948GjZsqJPgROEXGQmurmBvD5066TsaIURe5NrUM2bMGP77X9U4MMePH6dp06ZY\nW1trPbCSbEnAEpYFLdN3GLny84OmTaFZM/jtN31HI4TIq1wT/5AhQ9i1axcZGRn89NNP/Pvf/9ZF\nXCXS0RtH8fjdg9l/z8ahqgPz352v75CypFTCd9+pavodOsDBg/qOSAiRH7newFWxYkXatm3Lzz//\nTHBwMD/J7Nda8/vV34l5HsOanmtwt3cvtFMlnj6tGlb5xx9h7Fh9RyOEyK88ZZYPP/yQCRMmMGDA\nAAxk4HSNe/TsEaP2juLA1QO0rdmWkc1HFtqkf+ECtG4NfftK0heiqMrz6JzDhw+XZh4tuR5znRO3\nTzCrwyx8/j9KAAAgAElEQVSGvDNE3+Fka+9ecHSE7t3hl1/0HY0Q4m3leayeH374QZtxlFi3429z\n+cllrMtbM9xuuL7DyVJKCmzYAFOmqKZIXLJE3xEJIQpCBmnTk6WBS/nK9yuevnhKQ8uG9GjQQ98h\nZattWzhzRtWu7+Ul0yQKUdRJ4teTB08f8EWbL5jaZiplS5XVdzjZio6GJ0/g0iWwtdV3NEIITZC6\nm46lZ6Tjf8uf2/G3MTYyLtRJPzlZ1Z5fujRYFO5RI4QQ+ZBr4p81axZpaWnq5fj4eEaNGqXNmIq1\nsw/P0mNbDx49e0TzKs31HU6WYmLAxwcqVFA18fz1F1SqpO+ohBCakmviT09Px8nJibNnz3Lo0CGc\nnJxwcHDQRWzFUnpGOrZWtvw98m+61Ct8I5nFxsKwYfDJJ/DBB/D4MdQpGrM8CiHyKNc2/gULFtCp\nUydat26Nubk5x48fp0GDojH1X2GRnpFOXHIcG8I2EPogVN/hZOvyZfDwgBs3wNcX5PNdiOIp1xr/\n8ePH8fT0ZPbs2bi6uuLp6cm9e/d0EVux8a3/t9RcVpNpR6ZR36I+X7/7tb5DyiQyEvr3V128vXlT\n1bQjSV+I4ivXGv/nn3/Orl27aNKkCQC//vorHTt25PLly1oPrrhISktidofZzGg/Q9+hZJKeDgcO\nwPz5qgu5P/0EQ4eqLuYKIYqvXBN/QEAARkb/2+z999+nQ4cOWg1KaN+jRzB9uirZd+4MW7aAtOAJ\nUTJk29SzZs0aEhMTMyX9l6ysrEhISGDNmjVaDa6oux1/G5vlNqw6tQpjI2N9h6N2/77qDtwTJ1TN\nOocPS9IXoiTJtsZfunRpunXrRvXq1WncuDE2NjYolUoiIyOJiIjg7t27jJVRurL159U/OX7rOOVL\nl+fEmBNUrVBV3yEBEBqqar83MVGNoe/qqu+IhBC6plAqlcqcNggODiYsLEw9C1eDBg1o3rw5zs7O\nuglQoSCXEAulhisb4ljdEbfabox1KBwfkDExqjlx792DfftUyV8UPeHhMHCg6qcQ2ckpd+baxu/s\n7KyzJF8crDq1imlHppGSlsKxkceoUbGGvkMiIwN+/ll14RZUF3Ql6QtRcsmQDRoW9TSKKS5TeDrz\naaFI+klJ0KuXKumPGgVxcfDee/qOSgihT1pN/H5+fjRu3JgGDRqwcuXKLLcJCQnB0dGRxo0b4+bm\nps1wtCopNYn5x+dz/NZxShuWLhQXcwMDYfBgCAmBo0dVPXhMTfUdlRBC37Sa+CdOnIi3tzdHjhxh\n9erVPH78ONN6pVLJmDFjWLBgAZcuXWLXrl3aDEerrsdcZ+WplXSp24V+tv30HQ6JidCmjarb5pYt\n0LGjviMSQhQWuSb+5cuXEx8fD8C0adPo0qULQUFBuRb8cp8OHTpQu3ZtunbtSnBwcKZtTp8+jZ2d\nHZ07dwZU3USLovWh61kUsIjKFSozx3UOTSs11Ws8o0dDxYpQsyYEBUHXrnoNRwhRyOR6cfe///0v\nkyZNIiAggH/++Yd58+Yxe/ZsDh8+nON+ISEh2L4ygHuTJk0ICgqiZ8+e6tcOHjyIQqGgffv2mJmZ\n8cknn9CtW7c3yvLy8lI/d3NzKzRNQukZ6cQ8j2HhyYX0se3Dtx2/1Ws83t7w6aeQmqoaa6ddO72G\nI4TQIV9fX3x9ffO0ba6Jv1SpUgBs2rSJjz76CBcXlzeabN5WcnIy//zzD0eOHCEpKYkuXbpw4cIF\nypbNPEb9q4m/MFkSuAQvXy/My5ozufVkqplU01ssCxfCnDnw+efw2Wdgaam3UIQQevB6pXju3LnZ\nbptrU0+XLl3o0KEDJ06coG/fviQkJGCQh7n3HB0diYiIUC+Hh4fTunXrTNu4uLjQvXt3qlSpQt26\ndWnVqhV+fn65ll1YJKUm8UXbL7j32T29Jf3t20GhgGnT4Ntv4euvJekLIXKWYwZXKpV8/PHHbNy4\nkdDQUAwNDUlNTeWnn37KtWDT/+8+4ufnR2RkJIcPH37jfoDWrVtz/PhxkpKSiImJISwsjLZt2xbg\ndHQj6mkU9X+oz7KgZZQxLKOXGJRK+OUX1QTonp7w7Jmqpq9Q6CUcIUQRkmtTT8+ePTl//rx62dLS\nEss8VimXL1+Oh4cHqampeHp6YmVlhbe3NwAeHh5YWloyevRoWrVqhbW1NfPmzaNChQpveSq6E/s8\nFoBz487praY/Zgxs3Kjqm//NN1CunF7CEEIUQbkO2fDRRx/Rs2dP+vTpo6uYMimMQzZcir7E+zvf\n59KES3o5/okT8NFHqqadvn31EoLQIxmyQeRFTrkz18Z6f39/+vXrh7W1Nc2aNaNZs2bY2dlpPMii\n4nb8bc4/Op/7hloQF6eaIat9e1V3TScnvYQhhCjicm3qOXDggC7iKDL67uhLSnoKrrV1N6xlaips\n2gTjx6uer10LH34IWYyYLYQQuco1deSlB09JkpaRxvYPtmNXWTffegICVGPtxMTA8OGwdClYW+vk\n0EKIYirXxN+jRw8U/99VJDY2lvv379OkSRMuXLig9eAKk5jnMZy5f4bEF4k6O+bz56pRNVu3hh9/\nhOrVdXZoIUQxlmvifz3BHzhwgP3792stoMJq7em1rAtdR2OrxjqZVCU9HX74QdVPf8kSSfpCCM3J\ndzvOe++9x/Hjx7URS6GWocxgWLNh/DnsT6zLa7+t5ddfVZOgT58O7u5aP5wQogTJtca/ZMkS9fOU\nlBROnDhB+/bttRpUSff0qarLZt++qpuyhBBCk3JN/ImJieo2fmNjY6ZPn46Li4vWAyupzp6F5s1V\nzzdv1m8sQojiKdfE/3KAtNTUVOB/g7YJzbt7V9Vl09UV/vgDypfXd0RCiOIo1zb+69evM2jQIOrV\nq0e9evUYPHgwN27c0EVshcbN2JtEJ0Vr9RipqaohGOLiVMMrS9IXQmhLron/22+/pXfv3ty4cYMb\nN27Qp08fvvnmG13EVijcirtFw1UN+evaXzS0bKiVY8TFgYMDzJ6tqvE3aqSVwwghBJCHpp4zZ86w\nbt069Y1cAwcO5Pvvv9d6YIXFi/QX2JjZcPmTy1o7xsOH8OQJXLgATfU7eZcQogTINfH36tWLSZMm\nMWrUKJRKJZs3b6ZXr166iK1EuHsXhg1Tjb0jSV8IoQu5Jv6pU6fi4+PDjBkzAPjXv/7FyJEjtR5Y\nSZCYqJoXt3JlOHJE39EIIUqKXBO/qakpnp6eeHp66iKeEmXPHjA3h6gofUcihChJsk38rzbnvD6u\ns0KhKBHDNmw7vw2/W9qZCrJNGwgMVF3QFUIIXco28U+ZMkWd8MeOHcv69evVyV9RQub3WxywGJea\nLnzTUfO9mIKDITISatfWeNFCCJGjbBP/q7O1V6hQAVdX3Y0/r2/7IvbhddyLiMcR+PT1oVnlZhor\n28dHNV2ikZGqfV8IIXRNBtvPwqXHl2hepTkhY0N4p9I7Gi172jT44gtV332Z6kAIoQ/Z1vhjYmIA\nUCqVpKenq5dfsrCw0G5kela5fGWNJ/0tW1QDsE2eLHfmCiH0J9vE37JlS3VbvlKpxMHBQb1OoVCU\nuGEbCmrHDvj0U5gwQWbQEkLoV7aJPzIyUodhFA5Pkp7guM6Rx0mP+cxFc+Mh37wJM2eq2vbnzwdD\nQ40VLYQQ+SbTdb8iISWB1IxULk24RKXylTRS5k8/wZgxqt47M2ZA6dIaKVYIId6aXF58jZGBEdUr\nVqeUYcGHn37xAv77X9XF3IgIqKSZzxIhhCiQbBP/zZs3dRlHsTRiBJw7pxqLx9hY39EIIYRKtom/\nf//+AHTs2FFnwRQnCxfCgQPw889gZ6fvaIQQ4n+ybeM3MzPDy8uLK1eusHTp0jeGbPismE0GO/Po\nTI7cOIKhouBXXkNCYOtW+PJL6NxZA8EJIYQGZZv4N23axO7du0lPTycxMVGXMenUhUcX2HJuCz5n\nffjK9SvcbNwKVF5qKixZAlWrwqBBqjt0hRCiMMk2LVWvXh1PT0/q169Pjx49dBmTTiiVSg5dP8T2\nC9u5HnudKS5TcLdzp3zpt7+z6uFD8PRUNfH88ouMwyOEKJxyrY+2b9+eNWvWqEfj7NOnD8OHD6dC\nhQpaD06b7iXeo8+OPnSr342pLlPpY9unQOUplbB0KYSFwZ9/Qrt2GgpUCCE0LNfEv3jxYqKjo5k3\nbx5KpRIfHx8WLVrE3LlzdRGf1iiVSqzLW7Nv8L4ClxUTA3PmwH/+A+vWSdIXQhRuuSb+ffv2cfr0\naYz+v7G6ZcuWtGrVqsgnfk3auBH++EP16N5d39EIIUTOcr2Bq2XLluzevRulUklGRgZ79uyhZcuW\nuohNaz7c/yHO650xNip453o/P1i1CgYOlKQvhCgack38M2bM4Oeff6ZWrVrUrl2bHTt2qOffLWpS\n0lIIfxTOmftnWNVjFSFjQwpUXnCwajiGFi1Ud+cKIURRkGtTT4MGDfj111958eIFAKWL8GAz60PX\nM/vv2dQ0rUnzKs0xMzYrUHlnz0L9+rB2LVhaaihIIYTQsjyP1VO6dOkinfQBUjNSGWE/grPjzlLX\nvO5bl5OUpBpl8+OPVbV9GWZZCFGUaHWQNj8/Pxo3bkyDBg1YuXJlttuFhIRgZGTEr7/+qpU44pPj\nMf/enM8Pf07FMhULXN7x46p2/R9/hAULNBCgEELokFbvK504cSLe3t7Url2bbt26MWTIEKysrDJt\nk56ezrRp03jvvfcyDQuhSUmpSZQxLMP96fcLfEE3LQ3Cw8HBQdW+L4QQRU2eEv+dO3cICAggOTkZ\nUI3VM2LEiBz3iY+PB6BDhw4AdO3aleDgYHr27Jlpu5UrV9K/f39CQgp2oTU3CoWCsqXKFqiM589V\n/fV//FE1sYoQQhRFuSb+L7/8kv3799OmTZtMbfy5Jf6QkBBsbW3Vy02aNCEoKChT4r937x779u3j\n2LFjhISEqKd6fJ2Xl5f6uZubG25ubrmFrTbz6EwOXDuAkUHBv9xcuAA+PqobtYYNK3BxQgihMb6+\nvvj6+uZp21yz4Z49ewgLC6NMmTIFjesNkyZN4rvvvkOhUKBUKrNt6nk18efXidsn8HDwoHNdzQyT\nWbu2JH0hROHzeqU4p5tsc724a2dn91bz7zo6OhIREaFeDg8Pp3Xr1pm2OXPmDIMHD6ZOnTrs3r2b\njz/+WD0mkCY1sW5CfYv6BSojIQG+/VZDAQkhhB7lWuOPjo6mWbNmODk5YW5uDqjay3NL0KampoCq\nZ0+tWrU4fPgwX331VaZtbty4oX4+evRoevXqRe/evfN9Ell59OwRh64f4uGzhwUuKyMDNmxQ3bC1\na5cGghNCCD3KNfHPnj1b/fxlk0x2bfGvW758OR4eHqSmpuLp6YmVlRXe3t4AeHh4vGXIefNL+C+s\nCF6BS00XGlg0KFBZt2/DrFng5QVt2mgmPiGE0BeFMo99KIODg1EoFDg5OWk7pkxeftjk16pTq4h4\nHMGqHqsKdPxnz6BRI6hYES5eLFBRQmhEeLhqbKjwcH1HIgqznHJnrjV+X19fxo4dS8OGDQG4evUq\n69atw9XVVbNRasizF894Z807PE56zLhW4wpcXlKSqhvnlSsaCE4IIQqBXBP/okWL+P3332nUqBEA\nV65cYdKkSYU28SelJpGQksC1T69hUdZCI2UaGEC5chopSggh9C7XXj2xsbFUqVJFvVy5cmXi4uK0\nGtTbct/jjs0KG0zLmFK5QmVKGZYqUHmpqaqxeMq//WyMQghR6ORa4x85ciTdu3enf//+KJVK9uzZ\nw6hRo3QQWt7tvribob8OJS0jDd+RvjjXcNZIuefPw5MnEBurkeKEEKJQyDXxe3h44OLiwu+//45C\noWDNmjU0a9ZMF7HlWXRSNCPsR7C6x2pKG2puBFEnJ+jdG4wLPl+LEEIUGnkax8DOzg47Ozttx1Ig\nhgpDjSZ9gPR00NKAoUIIoTfZtvG3bdsWgAoVKmBiYpLpUbFiwYc2FkIIoR/Z1vhPnjwJwNOnT3UW\nTH6lZ6Qz6+9ZBN0NopFlI42WvXOnRosTQohCI9dePe7u7nl6TR8SUhJYHrScfrb9GN9qvMbKvXAB\nRoyAIjq1sBBC5CjXNv4LFy5kWk5KSuJiIbqF1djIGE9nT42W2bkzuLnBvHkaLVYIIQqFbGv83377\nLSYmJpw/fz5T+/4777zD8OHDdRmjzqWnw+bNYKTV+cmEEEI/sk38M2fOJD4+nhEjRpCYmKh+3Lhx\ng8mTJ+syRiGEEBqUYxu/gYGB1qdELGwcHFQDs0nffSFEcZXrxV0XFxf27duni1j0bswYOHcOrl4F\nExN9RyOEENqRayu2v78/69evx9LSUj1mj0Kh4Ny5c1oPTteCgmD/fqheXd+RCCGE9uSa+A8cOKB+\n/rZj4xcltWvrOwIhhNCuXBO/jY0NCQkJHDhwAIVCQffu3TEphu0g+/ZBdLS+oxBCCO3LtY1/z549\nODo64ufnh6+vL46OjuzZs0cXseUoLSONZ6nPNFLWvXswfTq8/z7Y2GikSCGEKLRyrfGvXLmSY8eO\nUf3/G77v37/P8OHD6devn9aDy8mgXYP4/crvGhmqYcQIKFUKZs+WCVeEEMVfnm5RMjAwyPS8MLTz\nJ6Yk8tuQ3+har2uByrl3TzXm/sqVUKOGhoITQohCLNfE//HHH/Puu+/StWtXlEolR44cYf78+bqI\nTesSE1W1/bQ0qFlT39EIIYRu5Jr4+/fvT6dOnfjrr78AmD9/PmZmZloPTBfGjYNLl+DAAahbV9/R\nCCGEbuSpqScjI4OMjAwA0tPTtRqQruzbBwEBsGIF2NvrOxohhNCdXHv1bN26ldatWxMYGEhgYCAu\nLi5s3bpVF7Fpzdmz8M030LGjaiROIYQoSXKt8S9atAh/f3/1XbsPHz6kW7duDBs2TOvBaYu3N5Qv\nr+rCaW6u72iEEEK3cq3xW1hY8Pz5c/Xy8+fPsbCw0GpQujBgADRooO8ohBBC93JN/FZWVjg4ONC7\nd2969+5Ny5Ytsba25tNPP8XTU7MToGhbejrMmQNr1khNXwhRcuXa1NOjRw969OihXn7//ffVY/Yo\nFAqtBqdpixbBkiWwbRsMGaLvaIQQQj9yTfyjRo0CICoqCkDd1l/UBATA1q0wbZokfSFEyZZr4g8L\nC2P8+PE8e6YaF6dChQqsWbOG5s2baz04TfL3V428OWaMviMRQgj9yrWNf8GCBSxZsoTz589z/vx5\nlixZwrfffquL2LKkVCp5kvSEF+kv8rxPeDj89hs0bSrDMgghRK6J/8aNGzg4OKiXW7ZsyY0bN7Qa\nVE52XNhBtaXVCI8Ox7qcdZ72OXxY9XPkSC0GJoQQRUSuTT2DBg1i2LBhDBs2DKVSyY4dOxg0aJAu\nYsvSs9RnuNu5s773+jxtv3s3fPYZeHlBkybajU0IIYqCXBP/pEmTOHDgAH/88QcAI0aMoFu3bloP\nTBNSUiAsDEaNUnXjFEIIkUviT0tLw97enosXL9K7d29dxaQRSiX89JOqz/7XX+s7GiGEKDxybOM3\nMjKicePGhIWFvVXhfn5+NG7cmAYNGrBy5co31m/duhV7e3vs7e0ZOnQoV65ceavjZOXwYVUTz6ef\nwvjxGitWCJENCwsLFAqFPHT8eJuRFHJt6omJiaFVq1Y0b96catWqAapJ1/fv359r4RMnTsTb25va\ntWvTrVs3hgwZgpWVlXp93bp18fPzw9TUFB8fH+bPn8/mzZvzfRKvUyrh1i3o1EnVti+E0L7Y2NhC\nMUlTSfM2N9Lmmvi9vLze+GXm5UDx8fEAdOjQAYCuXbsSHBxMz5491du4uLion/fs2ZPZs2fnLepc\nnDwJnp4webJGihNCiGIl28SfmprKwYMHOXHiBN26dcPV1TXTFIy5CQkJwdbWVr3cpEkTgoKCMiX+\nV/3444/06tUry3Ver1Tbn1V7BjncPPz4MSxcCC4uoMfbDYQQQqd8fX3x9fXN07bZJv6ZM2dy8eJF\nOnbsyLx58+jVqxefffaZpmLM5MiRI2zZsoWAgIAs17+a+NeHrifoblC2ZV2/DufPw/btmo5SCCEK\nLzc3N9zc3NTLc+fOzXbbbKvwx44dY+/evUyZMoU9e/awb9++fAXh6OhIRESEejk8PJzWrVu/sd25\nc+cYN24c+/fv19iUjpUqQRaHEkIIQQ6JPyMjg1KlSgFgZmZGQkJCvgo2NTUFVD17IiMjOXz4MM7O\nzpm2uX37Nh988AFbt26lfv36+Y1dCCE0ysvLC3d392zX29jYcPToUR1GpB3ZJv5z585hYmKifpw/\nf179vGLFinkqfPny5Xh4eNC5c2c+/vhjrKys8Pb2xtvbG4B58+YRExPDuHHjaNGiBU5OTgU6mago\nGD0a/v/zSgihZxYWoFBo75Hfnox79+7FxcUFMzMzbG1tmTp1KikpKer1uXVcedmFMideXl4YGBhw\n6tSpfMXm5ubGhg0b8rXP28q2jV8Tk6q7urpy6dKlTK95eHion69fv5716/M29EJeREfDixewa5fG\nihRCFEBsrKp7tbbkpyfjjz/+yPTp0/H09GT//v0cP36cBQsW0LlzZ/z9/QEK3B1VqVSyadMmmjVr\nxqZNm/JVmdXl/CZ576ZTRJQtC0V0ygAhhJY8ffqU6dOnM3PmTLy8vLC2tqZ///78+eefBAQEsD2b\n3iCBgYF07doVGxubLG9CfZ2/vz8JCQmsWLGCHTt2kJqaql63ceNG2rVrx6xZs6hWrRqDBg1SV4y/\n/PJL/P39+eSTTzAxMdH67IbFJvHHxsKgQdLMI4R407lz54iLi3ujO3nlypVp2bIlx48ff2OfuLg4\nOnfuzPDhwwkICCA4OJh79+7leBwfHx/69euHm5sbZcuW5bfffsu0/tSpUyQnJ3P27FlatmxJ586d\nAfjmm29o3749q1evJjExkR9++KGAZ5yzYpX4ExLgwAF9RyKEKGzu3r2LiYkJjRs3fmNd69atuXv3\n7huvHzp0CAcHB0aMGEG1atWYN28eaWlp2R4jKSmJXbt2MWDAAAA++OADNm3alGkbAwMDvv76a6yt\nrZk2bRoAoaGh6vW6uvO52CR+gNKloXJlfUchhChsatSoQWJiIhcvXnxjXWBgIDVr1nzj9eDgYOzt\n7dXLdevWVfdWzMqePXsoVaoUnTp1AmDAgAEcOHCAJ0+eqLdp0KABxsbG6uUWLVoQGBioXtZVO3+x\nSvxCCJGVZs2aYWZmph5e/qWoqCjCwsLUQ8u8ytnZmX/++Ue9fP36dfVQNFnx8fEhMTGRGjVqULVq\nVT744ANSU1PZunWrepurV6/y/Plz9XJYWJh66BpDQ0MyMjLe+hzzQxK/EKLYMzEx4dtvv2XBggV4\neXnx6NEjdu3aRc+ePXFxcWHIkCFv7NO1a1dCQ0PZunUr9+/fZ+7cuRgZZd0R8t69exw7dow//viD\ns2fPqh/Tpk3L1NyTkZHBV199RXR0NIsWLQJUsxoCODg4EBYWppPmHkn8QgitMTfXbj9+c/O8xzJu\n3DjWr1/PwYMHadiwIV9++SVubm4cOXJEvc2r/fTNzMw4ePAgP/30Ey4uLjg5OVEjm0m7N2/eTIsW\nLejcuTOVKlWiUqVKVK5cmU8//ZTz58+rm5icnZ0pVaoU9vb2hISEcOjQIXUZw4cP59q1a1hbWzNp\n0qS3eLfzTqEs5OOoKhSKTJ+AL8fqeX3qxYsX4V//Aj1OByyEToSHw8CBqp+Fyev/qyKzjRs3smHD\nBvU9A5qS3fue0++jWNT4Y2PB3h5q19Z3JEIIUfgVi8SfkgKWlvD33/qORAghspaX4R50pVgkfiGE\nKOxGjhyJn5+fvsMAJPELIUSJI4lfCCFKGEn8QghRwkjiF0KIEkYSvxBClDCS+IUQooTJdgauoiIl\nBRwdoXx5fUcihHidxfcWxCbHaq18c2NzYqbF5GlbGxsbnj9/zs2bNylXrhygmgVw69at/K2Dm4Dc\n3Nw4d+4cUVFRlC5dOs/7GRgYcO3aNerWrauxWIp84n/xQnXnbnS0viMRQrwuNjkW5VfaG8ZBMTd/\nN0RlZGSwYsUKZsyYoaWIshYZGcmpU6eoVasW+/fvp3///vnaX9NDYRSLph6FQjXlohBCZEehUDB1\n6lQWL16c7fDKDx48YP78+dSvX59BgwYRHBwMwM2bNzF/ZUS4sWPHUvmVyT/c3d1ZsWJFtsfetGkT\nnTt3xt3dHR8fn0zrRo0axaRJk3j//fepUqUK06ZNU4/h/3K4aHt7e0xMTPjll1/e7uRfUywSvxBC\n5EWrVq1wc3Nj8eLFWa7v2bMnRkZGnD59mhEjRtC9e3eePXtGnTp1qFixImFhYQD4+flhYmJCRESE\netnNzS3b427atIlBgwYxcOBADh48yKNHjzKtX79+PX379iU0NJTbt2/zySefqMsF1dSRiYmJ6tm9\nCkoSvxCixFAoFMybN4+VK1fy+PHjTOuuXr1KUlISM2bMwMzMjJ49e+Lq6sqff/4JgKurK76+vkRF\nRaFQKOjfvz/Hjx/n5s2bJCQkZJqt61UnTpzg3r179O7dmwYNGtCkSRO2bduWaZuWLVuqp3icO3cu\nBw8e1OqkLJL4hRAlStOmTfnXv/7Fd999l2nQtCNHjqibdF4+jh49qh5G+WXi9/f3p0OHDri6unL8\n+HH8/Pxo3759tsfz8fGha9eumJiYAKopGV9t7lEoFJk+NBo2bEhqaiqXLl3S9KmrFfmLu0IIkV9z\n586lZcuWTJkyRf1ax44dqVevXpbz8oIq8X/++efUqFEDNzc32rVrx7hx4zA2Ns62mef58+fs3LmT\njIwMqlatCkBKSgpxcXGcO3cOOzs7lEplpikeL1++TKlSpdQTwxsYGMjFXSGEKKh69eoxaNCgTBdk\nGzVqRIUKFVi8eDFRUVGkpqYSEhKibsevX78+xsbGbNmyBVdXV0xMTKhUqRK7d+/G1dU1y+Ps3bsX\nI4lcwE4AAAsrSURBVCMjLl26pJ6O8dKlS7Rv3z7TlIxhYWHqKR7nzZvHe++9h4GBKj07ODhw+vRp\njZ6/1PiFEFpjbmye7y6X+S3/bc2ZM4fNmzdnau7Zu3cvPj4+dOrUiYcPH9K8eXOWLl2qXu/m5kZw\ncDDVq1dXL1+5ckU9b+7rNm3axJgxY96YsvGTTz5h4sSJfP/99ygUCsaOHcvu3buZMmUKI0aM4Isv\nvlBvO3XqVBYuXMi4ceNYt25dvruCZqXIT72YmAjVqql+ClESyNSLxcvo0aOpUaMG8+fPf6v9S+zU\ni0IIUVTp48OySCd+pRKWLNF3FEII8fb0MSVjkW7jz8iAuXPhlWskQghRpPz00086P2aRrvEDGBiA\nu7u+oxBCiKKjyCd+IYQQ+SOJXwghSpgi3cYvhCg8zM3NdX6RUpBp1NC8ksQvhNCImJi8TYgi9K9I\nN/UMHAiGhvqOQjt8fX31HYLelNRzL6nnDSX33PV13lpN/H5+fjRu3JgGDRqwcuXKLLeZMWMGdevW\nxcHBQT0mRlZepL+g6X+a8sXhLyhjVAaAP/6AwECthK53JfUfAUruuZfU84aSe+76Om+tNvVMnDgR\nb29vateuTbdu3RgyZAhWVlbq9adOncLf35/Tp09z8OBBpk6dyu+//55lWSlpKUTGRXJpwiUqla+k\nfr1pU22egRBCFD9aq/G/nNqsQ4cO1K5dm65du6qnMXspODiY/v37Y2FhwZAhQ3Idf9pAYUAt01oY\nGxkzbx6kpmoreiGEKMaUWnL48GHl4MGD1ctr1qxRzpo1K9M2w4cPVx48eFC97OzsrLx27VqmbQB5\nyEMe8pDHWzyyo9dePUql8o0Bil7vDvb6eiGEEAWjtaYeR0fHTBdrw8PDad26daZtnJ2dM812Ex0d\nTd26dbUVkhBCCLSY+E1NTQFVz57IyEgOHz6Ms7Nzpm2cnZ3ZvXs3T548Ydu2beqpxoQQQmiPVpt6\nli9fjoeHB6mpqXh6emJlZYW3tzcAHh4eODk50a5dO1q1aoWFhQVbtmzRZjhCCCEo5DNw+fn54eHh\nQVpaGp6ennz66af6DkknxowZwx9//EGlSpU4f/68vsPRmTt37jBixAgePXqEtbU1H330EUOHDtV3\nWFqXnJyMq6srKSkpGBsbM2jQICZPnqzvsHQqPT2dVq1aUaNGDX777Td9h6MTNjY2VKxYEUNDQ0qV\nKsWpU6d0duxCnfhbtGjBihUr1PcBnDhxItN9AMWVv78/FSpUYMSIESUq8UdFRREVFUXz5s15/Pgx\nTk5OnD17FhMTE32HpnVJSUmUK1eOlJQUHBwc2Lt3L/Xr19d3WDqzdOlSzpw5Q2JiIvv379d3ODpR\n5//au7eQqLY/gOPf0dAyqmNGGjSkRFpeRifEmtEo9cHsokUPOuCFbhBUoBlZRGBD5EOU+KAm0YuZ\nhfQgIqk9CBozE6lNZhallGGiQlNDlvec8+Bx+IudQ/9zckad3+dt79mz18+N85s1e6/1WwEBtLa2\nsnr1aoe3PW9LNvzKPIDFaseOHf+q8NJC5+fnR0REBABr1qwhJCSElpYWJ0flGF5eXgB8+/aNiYkJ\nPD09nRyR43z8+JGHDx9y7NgxlxvF56y/d94m/ubmZjZv3mzfDg4O5smTJ06MSDhSV1cXHR0dREVF\nOTsUh5icnCQ8PBxfX19OnTqFUql0dkgOk52dzbVr13Bzm7fpaE4oFAri4uI4cOCAw3/luNaVFgvC\n4OAgKSkpFBQUsHz5cmeH4xBubm60tbXR1dVFcXExZrPZ2SE5RE1NDWvXrkWtVrtcb99gMNDW1kZ+\nfj5nzpyhv7/fYW3P28T/K/MAxOIzPj7OoUOHSE9PJzk52dnhOJy/vz979uxxmduaRqOR6upqAgIC\n0Ol0NDQ0kJGR4eywHGLdunUAbNmyhaSkJIc+1J63if9X5gGIxcVms3H06FFCQ0PJyspydjgO8+nT\nJ6xWKwAWi4VHjx65zJfe1atX6enp4f3799y/f5+4uDjKysqcHdacGxoaYnBwEJiauFpfX8/u3bsd\n1v68XojlZ/MAXIFOp6OxsRGLxYJSqUSv13P48GFnhzXnDAYD5eXlqFQq1Go1APn5+Q79QDhDX18f\nmZmZ/PjxAz8/P86ePWvvDboaV1nBa2BggIMHDwLg4+NDTk6OQ5/rzOvhnEIIIX6/eXurRwghxNyQ\nxC+EEC5GEr8QQrgYSfxCCOFiJPGLBa27u5uwsLAZ+/Ly8rh+/bpT4rl06RJ1dXXA1Jj8z58/z3g9\nOzubwsJC+3ZCQgLHjx+3b+fk5FBQUEBjYyP79+//aRvJycn09fXNQfTCVUjiF4uOs4YEjo6OUltb\nax9++rM4YmJiMBqNwFSZBovFMmMxIpPJRHR09D+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      }
     ],
     "prompt_number": 123
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Typical weekdays and weekends"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Description"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Define a function to calculate average weekday and weekend\n",
      "\n",
      "def avg_day(df,start_date,end_date):\n",
      "    # df is pandas df, has 'USAGE' and 'tempF' fields, indexed by pandas datetime\n",
      "    # date_range is string for .ix call\n",
      "    # returns average_day\n",
      "    # average_day[True\n",
      "    \n",
      "    df_dates = df.ix[start_date:end_date]\n",
      "    \n",
      "    # First groupby weekday/weekend and hour of day\n",
      "    weekday_weekend_hour = df_dates.groupby([(df_dates.index.dayofweek==5)|(df_dates.index.dayofweek==6),df_dates.index.hour])\n",
      "\n",
      "    # Calculate an average weekday and average weekend by hour (electricity and outdoor temp)\n",
      "    average_days = pd.DataFrame([weekday_weekend_hour['USAGE'].mean(),weekday_weekend_hour['tempF'].mean()])\n",
      "    \n",
      "    average_weekend = average_days[True]\n",
      "    average_weekday = average_days[False]\n",
      "\n",
      "    return average_weekday, average_weekend\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This plots the overall average weekday and weekend from Jan. 18 through March.  Subsequent plots separate February and March."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weekday_oldapt_march, weekend_oldapt_march = avg_day(old_apt_and_weather,'1-mar-2014','31-mar-2014')\n",
      "weekday_newapt_june, weekend_newapt_june = avg_day(new_apt_and_weather,'1-jun-2014','30-jun-2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "plot1 = weekend_oldapt_march.ix['USAGE'].plot(linestyle=weekend_linestyle,marker='',color=gray_light,linewidth=linewidth)\n",
      "plot2 = weekday_oldapt_march.ix['USAGE'].plot(marker='',color=gray_light,linewidth=linewidth)\n",
      "plot3 = weekend_newapt_june.ix['USAGE'].plot(linestyle=weekend_linestyle,marker='',color=red_orange,linewidth=linewidth)\n",
      "plot4 = weekday_newapt_june.ix['USAGE'].plot(marker='',color=red_orange,grid='off',linewidth=linewidth)\n",
      "ylim(ymin=0,ymax=3)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2))\n",
      "xlabel('Hour of Day')\n",
      "\n",
      "ylabel('Electricity Usage (kWh)')\n",
      "title('Average Day of Electricity Consumption')\n",
      "legend(['Old Apt, Weekend in March, (Daily Total = %.2f kWh)' % round(sum(weekend_oldapt_march.ix['USAGE']),1),\n",
      "    'Old Apt, Weekday in March, (Daily Total = %.2f kWh)' % round(sum(weekday_oldapt_march.ix['USAGE']),1),\n",
      "    'New Apt, Weekend in June, (Daily Total = %.2f kWh)' % round(sum(weekend_newapt_june.ix['USAGE']),1),\n",
      "    'New Apt, Weekday in June, (Daily Total = %.2f kWh)' % round(sum(weekday_newapt_june.ix['USAGE']),1)],\n",
      "    'upper right')\n",
      "\n",
      "fig.savefig('plots/Average_Days_New_and_Old_Apts.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/Users/Justin/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/matplotlib/cbook.py:137: MatplotlibDeprecationWarning: The \"loc\" positional argument to legend is deprecated. Please use the \"loc\" keyword instead.\n",
        "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AbjyEELzyyismE4qq4O3tTadOnZg6dSpFRUWkpqby1Vdfqe4v9evXJy0tTZW/\nuLiY4uJi1V1q69at5fznK+Lo0aPqKR5lr08//dRivpKSEtXaX1xczI0bN1SZAgICWLNmDZcuXaK0\ntJS4uDhu3rxJ06ZNy5UTHh6OlZUVMTExFBUVERMTg0ajoWvXroBuYrZkyRKOHz9OTk4Ob7zxhsWx\nNuDp6UliYiILFizgs88+U8ObNm2Kh4cHCxYsMDku8NFHHzUJqwjjZ3Hnzp0WfbWri1SaJRKJ5AHm\n1Vdf5e233+aVV17B2dmZxx57DF9fXxITE7GxsQFMzwr29/dn0aJFDB06FE9PT1xdXS2+dCEuLo52\n7drRvXt3PDw88PDwoF69ekyYMIHDhw+rO/EfffRRfv/9d+rWrcvrr7/O+vXrVQvUxIkTWbduHa6u\nrrz00ksAXLhwgc6dO1tsU8eOHcnLyzOxDLq5uan1N2nSBID27duzePFixo8fj6urK82aNVOVeYN/\n7sGDB2ncuDF169ZlzJgx6hKzcZ/MmDGDgQMH0r17d/Lz86ucz4Dh3tbWlg0bNrBs2TLc3NxYs2YN\nERERFttZtixz5Vqy7hrH2dnZmZygYBz30ksvcf36ddzd3enUqRO9e/e2KD/oluG///57Nm/eTIMG\nDWjevDlJSUmVth0qH9exY8cSFxdnkve9995Dq9Xi7u5OdHQ0HTp0YM+ePar7wKxZs/jtt99wdnam\nX79+REREVKlPDERFRXH48OFyvt6WMM6/cuVK0tLS8PT05KmnnmLu3LmqEmmYoLi5uREYGIiTkxMx\nMTFERkbi6urKypUrGTBggMWy7xY9evSgdu3a7N27lzFjxlC7dm3Vj3rGjBm0aNFC3WS4YMEC1q9f\nr/oj9+nTh3feeQcAGxsbNm7cyPLly3FxcWH58uVs3LhR9QF//PHHee211+jSpQuNGjWiSZMmFU58\njV1/EhMTeeedd/jqq6/U+LCwMLKysggODlbDQkJCuHz5cjml2Vy/GcJu3LjB1q1biY6OrnbfmZX7\nXp5FebsIIZS/gpwSieTvhxDinp7p+1dj2bJlLFmypMobni5cuMCQIUPYtWtXDUsmuZcUFxfTrl07\nUlNTTY4KM5dmx44dJr7RNUlcXByLFy82ObJQ8uCwcOFCLly4oCr/xlj67taHm53ByI2AEolEIvnT\n4OXlJRXmBxBbW1v1eLI7SXM3KSwsZNGiRbd9ZJvkz8/dHlvpniGRSCSSGqMqr+CWSO4127dvx8PD\ngwYNGjAjte8/AAAgAElEQVR06ND7LY7kL4J0z5BIJJI7QLpnSCQSyV+P23HPkJZmiUQikUgkEomk\nEqTSLJFIJBKJRCKRVIJUmiUSiUQikUgkkkqQSrNEIpFIJBKJRFIJUmmWSCQSiUQikUgqQSrNEolE\n8jdn9uzZZl+pbaBRo0YkJibeQ4nuP5X1iTFJSUkW35p4J8THx/P444/f9XJriur0mTmKiorw9/fn\n4sWLd02m1q1bqy8uuVP5apKaeob+rGg0Gk6fPn3H5aSlpaHRaCgtLTUbv3DhQqZMmXLH9RiQSrNE\nIpE84CxbtoyHH34YBwcHGjRowLhx48jNzVXjKztHuSpnLc+ePRuNRsO+ffuqJVt4eDhLliypUtqb\nN2/i6OhoUkd8fHy5euPj42nZsmW15CjLn+Fs6WHDhrF9+/bbymsYj5iYGJPwBQsWoNFoKnzF8e1y\np332xRdfEBYWpr4NcOTIkdSqVQutVotWq+Xhhx9m2rRp6ivLq8KRI0fU1y7fjnwpKSk4OTnh5OSE\no6MjGo1GvddqtVy4cMFsvj+Dgn7y5EkGDBiAh4cHbm5u9OrVi5MnT6rxsbGxBAYG4uzsjLe3N5Mn\nT+bWrVsWyzt48CDt27fHwcGBwMBADh06ZBL/0Ucf0aBBA5ydnXnuuecoLi6utsxjx45l3Lhx6n1J\nSQkODg5mw6ryXTN69Gji4+O5fPlytWUxh1SaJRKJ5AFm/vz5TJkyhfnz55OXl8fevXs5e/YsPXr0\noKSkBOCOz5lWFIXly5fz8MMPs3z58mrlrY4iY21tTadOnUxeeZycnEzLli3LhYWFhVVLjrL81c/e\nFkLQvHnzcuMRGxtLixYtbkuBVBSlwn650z77/PPPTRRNIQSTJ08mLy+PrKwsli5dyt69ewkODqaw\nsLDa5d+OfCEhIeTn55Ofn6++rTA3N5f8/Hzy8vLw8vKqdpn3itzcXAYOHMjJkye5ePEiQUFBDBgw\nQI2/fv06CxYsIDs7m59//pnExEQ++OADs2UVFxczYMAAoqKiuHr1KtHR0QwYMED9Dtm+fTvvvvsu\nO3bs4OzZs5w+fZpZs2ZVW+awsDCTz/L+/fvx9fUlJSXFJEwIQfv27Sstr1atWvTu3bva30uWkEqz\nRCKRPKDk5eUxe/ZsFi5cSM+ePbGyssLX15c1a9aQlpbGihUrzOaLi4vD19cXd3d33n777UrrSUlJ\nIS8vjwULFrBq1Sr1hxR0Vu7g4GAmTJhAnTp1aNmyJTt27ABg+vTppKSkMH78eJycnHjxxRcrrSs0\nNNTkR3XXrl1MnjzZJCwlJUW1Lm7ZsoW2bdvi4uJCcHAwhw8fVtNlZGQQERGBh4cHjRs35pNPPjFb\nZ0lJCc888wxPP/00JSUlXL9+nZEjR+Lq6oq/vz+//PKLSfp33nmHpk2botVq8ff3Z+PGjYBO8XBz\nc+PIkSNq2kuXLuHg4EB2dna5epctW0ZISIh6r9Fo+Pzzz2nevDkuLi6VviK4Q4cOFBYWcuzYMQCO\nHj1KUVERgYGBqgKZk5ND37598fDwwNXVlX79+pGenq6WER4ezowZMwgODsbBwYEzZ85w9OhRevTo\ngZubG/Xr12fevHmATsktLi4mOjoarVZL69at+fXXXyuU0cC5c+c4ffo0jz76qEm4QU5bW1sCAwPZ\ntGkT2dnZLF26FIBTp07RtWtX3N3dqVu3LsOHDzdZRWnUqJH6vBlkBHjiiSdYuHChSV0BAQH8+9//\ntihjWaU7IyOD/v374+bmRrNmzfjyyy8B2LZtG/PmzWP16tU4OTnRrl07AJYuXUqrVq3QarU0adKE\nL774okp9c7t06NCBZ599ljp16mBtbc1LL73Ef/7zH3JycgB4/vnnCQ4OxtraGk9PT4YNG8bu3bvN\nlpWUlMStW7eYOHEiNjY2TJgwAUVR+PHHHwHdZGzUqFG0bNmSOnXqMHPmTJYtW1YlOXft2oWPjw/J\nycmEhIRw/Phxrly5osYNGTKEa9euqZ+RlJQUOnXqhJWVlVrGihUr8PX1pW7duuW+s8LDw0lISKhW\n31lCKs0SiUTygLJnzx5u3LjBU089ZRLu4OBAnz59+P7778vlOXbsGOPGjSM+Pp6MjAyys7MtLkEb\niI2N5cknnyQ8PBx7e3s2b95sEr9v3z6aNm1KdnY2c+bM4amnnuLq1au89dZbhISEsGjRIvLz88u5\nEpgjNDRU/WHPysri2rVrDBo0SF2qzcrK4sSJE4SGhnLgwAGee+45Fi9ezJUrVxg7diz9+/enpKSE\n0tJS+vXrR7t27cjIyCAxMZGPP/6Y7777zqS+GzduMHDgQOzt7Vm7di02NjbMmTOHM2fOcPr0abZv\n305sbKyJ5bZp06bs2rWLvLw8Zs2axfDhw7l48SK2trYMGTLEZLKycuVKunfvjpubW6VtB0hISGD/\n/v2kpqayZs2aSt03RowYoVrZYmNjy7kMKIrCc889x7lz5zh37hz29vbllPEVK1bw5ZdfUlBQQN26\ndenevTt9+vQhMzOTP/74g27duqllbdq0iWeeeYbc3Fz69+9fqWJv4PDhwzRu3BiNpmK1xNHRkR49\nephYHqdPn05mZibHjx/n/PnzzJ49W40ra1E3KL4jR440GYdDhw6RkZHBE088USV5AYYMGYKPjw+Z\nmZmsW7eOadOm8eOPP9KrVy+mTZvGkCFDyM/P58CBAwDUq1ePhIQE8vLyWLp0KZMmTVLjKiMgIAAX\nFxezV1X7ODk5mQYNGuDi4mI2fufOnbRu3dps3NGjRwkICDAJa9OmjWp9P3bsGG3atDGR9+LFi6qC\nbolt27YxdOhQNmzYQGhoKN7e3iaWZYMi3alTJ5Mww6TYwO7duzl58iSJiYnMnTuXEydOqHEPPfRQ\nOVeS20UqzRKJRFKD/PDDD3fluh2ysrJwd3c3q4jUr1+frKyscuHr1q2jX79+dO7cGVtbW954440K\nFZnCwkLWrVvHoEGDAIiIiCi3FOrh4cHEiROxsrIiMjKSFi1asGXLFjW+OsvmQUFBFBYWkpqaSkpK\nCiEhIdjb2+Pn56eG+fn54eXlxRdffMHYsWPp0KEDQgiioqKoVasWP/30E7/88gtZWVnMmDEDa2tr\n/Pz8GDVqFKtWrQJ0ylZeXh6PP/44zZo146uvvlIVsLVr1zJ9+nTq1KmDl5cXEydONGnD008/Tf36\n9QGIjIykWbNm/PzzzwBERUWxcuVKNW1cXFy1fF+nTJmCVqvF29ubLl26cPDgQbPpDPIMHz6clStX\ncvPmTVavXs3w4cNN0rm6uvLkk09iZ2eHo6Mj06ZNY+fOnWq8EIKRI0fSsmVLNBoNW7ZswdPTk0mT\nJmFra4ujoyNBQUFq+pCQEHr16oUQguHDh1dZWbl69SpOTk5VStugQQPVEtmkSRO6deuGjY0N7u7u\nTJo0yUR+S/Tr14+TJ09y6tQpQDcOQ4YMwdraukoynD9/nj179vDuu+9ia2tLmzZtGDVqlPrsm3Nl\n6dOnD35+foBu8tezZ08T5b8iUlNTycnJMXuVtZib48KFC4wfP54PP/zQbPxXX33Fb7/9xiuvvGI2\nvqCgAGdnZ5MwrVZLfn6+2XitVgugxptj9erVPP/882zbto3AwEA1PCwsjJ07d6IoCvv27aNjx46E\nhISQnJyMoijs2bOnnPvVrFmzqFWrFgEBAbRp08bkuXNycjJZfbgTqvZ0SCQSieQvh7u7O1lZWZSW\nlpZTfDMzM6lbt265PBkZGSZ+mrVr167QCvrNN99gY2OjWhsHDRpE165dyc7OVvM1bNjQJI+vry+Z\nmZnqfXX8a+3s7AgKCiI5OZnTp0+r7gudO3cmOTmZU6dOqVaos2fPsnz5chO3i5KSEjIzMxFCkJGR\nYWJ1u3XrlppXURT27t3LzZs3VUXauI+MTzrw8fExiV++fDkfffQRaWlpgE6hMCwtP/roo9jb25OU\nlET9+vU5deoU/fv3r3L7Dco46MamoKDAYlohBN7e3jRt2pSpU6fSvHnzcj64hYWFTJo0ie3bt6tW\nwYKCAhRFUcfFuK3nz5+ncePGFus0bOIzyHfjxg2zz19ZXFxcKlSwjElPT1efrYsXLzJx4kR27dpF\nfn4+paWluLq6VlqGnZ0dkZGRxMXFMWvWLFatWsX69eurVD/ongFXV1ccHBzUMB8fH/bv328xz9at\nW5kzZw6///47paWlFBYWlrPe1gSXL1+mZ8+evPDCCwwePLhc/MaNG5k2bRqJiYkW+87JyancBkzj\niY6jo6NJvEFJrWgiFBMTQ1RUFK1atTIJDw0NZdGiRerqg52dHcHBwSxevJjDhw9z/fr1cm48ZT8X\n165dU+/z8/PLKfy3i1SaJRKJpAbp3r37fau7Y8eO1KpVi/Xr16uWYNApRQa/y7J4enpy/Phx9b6w\nsNCsv62B2NhY8vPzVWVMURRKSkqIj49XfZSNfWRBp8waNiTdzoY0g1/zmTNnGD16NKCzcMbFxZGW\nlqbutPfx8WH69OlMmzatXBl79+7Fz8/P5DQBY4QQ9OzZk4CAALp160ZSUhIeHh6AztJ57tw59YSO\nc+fOmbRtzJgx7Nixg44dOyKEoF27diZWx+joaFasWEG9evUYNGgQtra21e6DqmCoMyoqin/84x8m\nPqaGfp8/fz4nT55k3759eHh4cPDgQR555BETpdl4jHx8fFi9erXZ+u7k9IyAgADOnDlTTsEuW2ZB\nQQE//PADr7/+OgDTpk3DysqKI0eOUKdOHTZu3MiECROqVGd0dDRRUVEEBwdTu3btcopYRXh6enLl\nyhUKCgpwdHQEdM+B4XNQVu6ioiIiIiJYsWIFAwYMwMrKiieffLLKqyz+/v4mz5kxI0aM4NNPPzUb\nl5OTQ8+ePRk4cCBTp04tF79t2zbGjBnDt99+i7+/f4X1z58/3yTs8OHD6mfc39+fgwcP8vTTTwM6\nd5d69epZdAUB3YrNP/7xDxo2bGiynyEkJIQxY8aQkJCgTor9/f05f/48CQkJBAUFVeszc/z4cdq2\nbVvl9BUh3TMkEonkAcXZ2ZlZs2YxYcIEtm/fTklJCWlpaURGRuLt7W3WLSAiIoItW7awe/duiouL\nmTlzpsUzUNPT09mxYwcJCQkcOnRIvSZPnmzionHp0iViYmIoKSlh7dq1nDhxgj59+gA6y6RhidxA\neHh4hUeihYaGsmPHDi5cuKAqrsHBwSQlJXHw4EHVWjx69Gg+++wz9u3bh6IoXLt2jYSEBAoKCggK\nCsLJyYn33nuP69evc+vWLY4cOaJaCg3KzKuvvsrQoUPp1q2bOnmIjIxk3rx5XL16lQsXLphYsq9d\nu4YQAnd3d0pLS1m6dKnJxj/QuUxs2LCB+Ph4oqKiLLazMqqqcA0ePJjvv/9enTgZuw4UFBRgb2+P\ns7MzV65cMdvvxvX07duXzMxMFixYQFFREfn5+ao/eWXyjBw5kmeffdZsnJeXF02bNlXdWMrKWVRU\nxK+//srAgQNxc3NTyykoKMDBwQGtVkt6ejrvv/9+lfoEUCc1r7zySrXHwdvbm06dOjF16lSKiopI\nTU3lq6++Ut1f6tevT1pamip/cXExxcXFqrvU1q1by/nPV8TRo0fVUzzKXpYUZoN7UefOnc1u6N2x\nYwfDhg1jw4YNJu4R5ggPD8fKyoqYmBiKioqIiYlBo9HQtWtXQDcxW7JkCcePHycnJ4c33njD4lgb\n8PT0JDExkQULFvDZZ5+p4U2bNsXDw4MFCxaYHBf46KOPmoRVhPGzuHPnTnr37l1pnqoglWaJRCJ5\ngHn11Vd5++23eeWVV3B2duaxxx7D19eXxMREbGxsANNzmP39/Vm0aBFDhw7F09MTV1dXiy9diIuL\no127dnTv3h0PDw88PDyoV68eEyZM4PDhw+qpDY8++ii///47devW5fXXX2f9+vWqBWrixImsW7cO\nV1dXXnrpJUDnf9m5c2eLberYsSN5eXkmlkE3Nze1/iZNmgDQvn17Fi9ezPjx43F1daVZs2aqMm/w\nzz148CCNGzembt26jBkzRl1iNu6TGTNmMHDgQLp3787Vq1eZNWsWvr6++Pn50atXL6KiotS0rVq1\n4uWXX6Zjx47Ur1+fI0eOlGuLt7c3jzzyCBqNpsJ2lj0fu6z1sqLzs43j7Ozs6Nq1K3Z2duXiXnrp\nJa5fv467uzudOnWid+/eZusx4OjoyPfff8/mzZtp0KABzZs3JykpyaI8xveVjevYsWOJi4szyfve\ne++h1Wpxd3cnOjqaDh06sGfPHuzt7QGdL+tvv/2Gs7Mz/fr1IyIiokp9YiAqKorDhw+X8/W2hHH+\nlStXkpaWhqenJ0899RRz585VlUjDBMXNzY3AwECcnJyIiYkhMjISV1dXVq5caXL8W9my7wbffPMN\n+/fvZ+nSpWbPln7zzTfJz8+nd+/earzxRsg+ffrwzjvvAGBjY8PGjRtZvnw5Li4uLF++nI0bN6o+\n4I8//jivvfYaXbp0oVGjRjRp0qTCia+x609iYiLvvPMOX331lRofFhZGVlYWwcHBalhISAiXL18u\npzSb6zdD2I0bN9i6dSvR0dHV6juLcv8VzqIUQih/BTklEsnfDyHEX/5M35pk2bJlLFmypMobni5c\nuMCQIUPYtWtXDUt2f3nuuedo2LAhc+fOvd+i3BOKi4tp164dqampJkeFmUuzY8cOE9/omiQuLo7F\nixebHFkoeXBYuHAhFy5cUJV/Yyx9d+vDzc5gpE+zRCKRSP40eHl5PfAKc1paGhs2bLB48sWDiK2t\nrXo82Z2kuZsUFhayaNGiKh/ZJvnrcbfHVrpnSCQSiaTGqMoruP9OvP766zz88MO89tpr+Pr63m9x\n/rZs374dDw8PGjRowNChQ++3OJK/CNI9QyKRSO4A6Z4hkUgkfz1uxz1DWpolEolEIpFIJJJKkEqz\nRCKRSCQSiURSCVJplkgkEolEIpFIKkEqzRKJRCKRSCQSSSVIpVkikUgkEolEIqkEqTRLJBKJRFJF\nwsPDWbJkSY3X06hRIxITE83G/fOf/+TNN9+scRlqmqlTp7JgwYK7Vt68efMYPXo0oDsLW6PRWHwF\n/P2movF90Bg5ciSvv/76XSmros/fxYsXadWqFcXFxXelLnNIpVkikUgeYBo1akS9evUoLCxUw778\n8ku6dOlyT+oPDw/H1dW12j9kGo2G06dPVyntTz/9hFarNTk+avTo0WbD/vnPf1ZLjrLcq3OnK6rn\nX//6FzNmzLitcu+mAnMnXL58mbi4OJ5//nkAkpKS0Gg06uucvb29GTx4MPv3769ymVOnTmXx4sV3\nJJe/v78qg7W1Nfb29uq9ubfKwe0p6DXxHL3yyis0b94crVZLy5YtTV5Jbszy5cvRaDQVTv5GjhxJ\nrVq1TF6/bfxZOnjwIO3bt8fBwYHAwEAOHTpksSxLbb2dz21F/VavXj26dOnCF198YVGWO6XGlGYh\nhLcQ4kchxFEhxBEhxItm0oQLIXKFEAf01+19C0gkEonEIqWlpXfVoldV0tLS2LdvHx4eHmzatKna\n+at6/nVgYCClpaX8+uuvalhKSgre3t7lwsLCwqotx4PEn+VlM8uWLeOJJ56gVq1aaljDhg3Jz88n\nPz+fvXv38tBDDxESEsKOHTvumVxHjx5VZQgJCWHRokXq/ZQpUyrMe7/Pa3d0dGTLli3k5eURGxvL\nxIkT+emnn0zS5OTk8Pbbb9O6desKnwMhBJMnT1bbnpeXp6YvLi5mwIABREVFcfXqVaKjoxkwYAAl\nJSUWyzPXNzXxuR02bBiff/55ldLeDjVpaS4BJimK4g88BrwghGhpJt1ORVHa6a+//nqTRCKR/IkQ\nQvDKK6/wwQcfkJubazbNiRMn6NGjB25ubjz00EOsXbsWgDNnzuDi4qKmGz16NPXq1VPvR4wYUaEy\nvnz5crp3786IESOIjY01iRs5ciTPP/88PXv2RKvVEh4ezrlz5wAIDQ0FoE2bNjg5OanyWMLGxobH\nHnuM5ORkAC5dukRJSQmRkZEmYSdPniQ0NBRFUXjnnXdo2rQp7u7uDB48mJycHLW8vXv30qlTJ1xc\nXGjbti07d+40W29mZiYBAQHMnz+/0nzh4eHMnDmTzp07o9Vqefzxx8nOzlbj4+Li8PX1xd3dnbff\nfrvC9hpbi5OSkvDy8uLDDz+kXr16eHp6smzZsgrzGxSYpKQkvL29TeIaNWqkKqmzZ88mMjKS6Oho\ntFotrVu3NlFmMjIyiIiIwMPDg8aNG/PJJ59UWK8x27Ztq1ARatiwIXPmzGHUqFFMnjxZDZ84cSI+\nPj44OzsTGBho8sr12bNnM2LEiHJlrV27lsDAQJOwDz/8kIEDB1Yqp6GvSktLefPNN9WVm+joaPLy\n8oD/Pa916tTBycmJn3/+mVOnTtG1a1fc3d2pW7cuw4cPt/j5u1vMnj2b5s2bAxAUFERISEg5pXnq\n1KlMnDgRNze3SsuzNAlISkri1q1bTJw4ERsbGyZMmICiKFWa3OTn59OlSxdeeumlan9uDaSlpVn8\nHAUFBXH69GnOnz9fqSy3Q40pzYqi/FdRlIP6/wuA44CnmaT3f8orkUgkDzCBgYGEh4fzwQcflIu7\ndu0aPXr0YPjw4Vy+fJlVq1Yxbtw4Tpw4gZ+fH1qtlgMHDgCQnJyMk5MTJ06cUO/Dw8Mt1rt8+XIG\nDx5MZGQk27dv59KlSybxX3/9NTNnziQrK4u2bdsybNgwtVyA1NRU8vPzGTRoUKVtDA0NVfMlJyfT\nuXNngoODTcIaN26Mp6cnMTExbNq0ieTkZDIzM3FxceGFF14AID09nb59+zJz5kxycnL44IMPiIiI\nMPlhBt2EIjw8nBdffJGXX365SvlWrlzJsmXLuHTpEsXFxep4HDt2jHHjxhEfH09GRgbZ2dlcuHDB\nYlvLWosvXrxIXl4eGRkZLFmyhBdeeOG2FbSy1sfNmzfzzDPPkJubS//+/Rk/fjygUyL79etHu3bt\nyMjIIDExkY8//pjvvvuuSvUcPnyYFi1aVJruySef5LfffuP69euATik6dOgQOTk5DB06lEGDBqmu\nP5Ysp/379+fMmTPqcwu6SUp0dHSl9RvKXLZsGbGxsSQlJXH69GkKCgrUvkhJSQEgNzeX/Px8Hn30\nUQCmT59OZmYmx48f5/z588yePbvS+gDeeecdXFxczF6urq5VKuP69ev88ssvtG7dWg3bt28fv/32\nm+oSUxmffvopbm5uBAYGsmHDBjX86NGjBAQEmKRt06YNR48etViWEILs7Gy6detGSEgIH3/8MVC1\nz62fnx+enjr1UVEUvv76a7OfIwBra2uaNm3KwYMHq9TG6nJPfJqFEI2AdsDPZaIUoJMQ4pAQ4lsh\nRKt7IY9EIpHcUx4T5q+qpr9DhBDMnTuXTz75hKysLJO4LVu24OfnR3R0NBqNhrZt2/LUU0+xZs0a\nAMLCwkhKSuK///0vQgiefvppdu7cyZkzZ8jLy6NNmzZm69y1axfp6en079+fZs2a0apVK77++muT\nNH379qVz587Y2try1ltv8dNPP5Genn5bbQwNDVWtjikpKYSGhtKxY0f27t2rhhksm5999hlvvvkm\nnp6e2NjYMGvWLNatW8etW7dYsWIFffr0oVevXgB0796dwMBAEhIS1LqOHj1K165dmTt3LqNGjQKo\nNJ8QgmeffZamTZtiZ2dHZGSk+sO+bt06+vXrp/bFG2+8gUZT8c+zsRXQxsaGmTNnYmVlRe/evXF0\ndOQ///nPbfVjWUJCQujVqxdCCIYPH676rv7yyy9kZWUxY8YMrK2t8fPzY9SoUaxatapK5V69ehUn\nJ6dK03l6eqIoClevXgV0y+8uLi5oNBr+7//+j6KiIrWtliyjtWrVIjIykhUrVgC68Tt79ix9+/at\nkqwA8fHxvPzyyzRq1AgHBwfmzZvHqlWrKC0tNVtvkyZN6NatGzY2Nri7uzNp0iSLKxZlmTJlCjk5\nOWavK1euVKmM559/nrZt29KzZ08Abt26xQsvvMDChQur5J7z4osv8scff3D58mXeeOMNRo4cyZ49\newAoKCjA2dnZJL1WqyU/P99ieenp6YSHhzN48GDmzp2rhlflc2s8MRdC8I9//MPs58iAk5NTjVn1\na1xpFkI4AuuAiXqLszG/Ad6KorQBPgE21rQ8EolE8nfE39+fvn378s4775j8aJ49e5aff/7ZxJr1\n9ddfc/HiReB/SrPhBy0sLIydO3eSnJxMSEiIxfpiY2Pp2bOnqhgNGjTIxEVDCIGXl5d67+DggKur\nKxkZGbfVvscee4yCggKOHDlCSkoKISEhODg44O3tzZEjR0hOTlaXeM+ePcuTTz6ptrdVq1ZYW1tz\n8eJFzp49y9q1a036Y/fu3fz3v/8FdIpZfHw8Xl5eREREmPRjRfkA6tevr/5vb29PQYHuJzEjI8Ok\nL2rXrl2l5XMDbm5uJkp27dq11bLvFGN3nNq1a3Pjxg1KS0s5e/YsGRkZJu2dN29eudUES7i4uFSo\nZBlIT09HCEGdOnUA+OCDD2jVqhV16tTBxcWF3NzcchNBc0RHR6uTtri4OAYPHoyNjU2VZAWdK46v\nr6967+Pjw82bN9XPSVkuXrzIkCFD8PLywtnZmREjRpRbragpXn31VY4dO6ZOfEFnNQ4ICCAoKEgN\nq8gHu127durkpHfv3gwbNky1Njs6OqquKQZyc3PRarVmy1IUhYSEBG7cuMHYsWNN4ir73Bq+d4yx\n9DkykJ+frz4vdxvrGilVjxDCBlgPrFAUpZxCrChKvtH/W4UQnwohXBVFKTeVMl7WCA8Pr3BJUCKR\nSP5U7K3mBqHqpq8ic+bM4ZFHHuHll19Ww3x8fAgLC7O4rB4WFsarr76Kl5cX4eHhdO7cmeeffx47\nOzuL38PXr19nzZo1lJaW0qBBAwCKioq4evUqqampBAQEoCiKid9hQUEBV65cUZdhq4udnR0dOnRg\n03+xlJkAACAASURBVKZNZGZmqr6dISEhbNq0icOHD6s/vj4+PixdupSOHTuWK8fHx4cRI0ZY3IEv\nhGDOnDls3bqVoUOHsmrVKjQaTaX5KsLT05Pjx4+r94WFhZUqWHdjM5+Dg4PJqSq3bt3i8uXLVcrr\n7e2Nn58fJ0+evK26AwIC+M9//kP79u0rTPfNN9/Qvn177O3tSUlJ4f3332fHjh34+/sD4OrqWqUN\neI899hi2trYkJyezcuVKVq5cWS15PT09SUtLU+/PnTuHtbU19erVM+s/O23aNKysrDhy5Ah16tRh\n48aNTJgwoUp1vf3228ybN89snBCinMJqzKxZs9i+fTs7d+7E0dFRDd+xYwc7d+7k22+/BeDKlSsc\nOHCAQ4cOERMTUyW5DPj7+/Phhx+ahKWmplpsnxCC0aNHk5OTQ58+fdi2bRu1a9cGKv/cpqamllOa\nK+LmzZv88ccfFlfAzJGUlERSUlKV0tbk6RkCWAIcUxTlYwtp6unTIYQIAoQ5hRl0SrPhkgqzRCKR\nVJ8mTZowePBgk817TzzxBCdPnmTFihWUlJRQUlLCL7/8ovp/GpZBV6xYQVhYGE5OTnh4eLB+/XqL\nG7k2btyItbU1x48f59ChQxw6dIjjx48TEhLC8uXL1XTffvstu3fvpri4mNdff52OHTvSsGFDQGfh\nPHXqlEm5Go1G9XU0R2hoKAsWLCA4OFgN69y5MwsWLMDT0xM/Pz9At3Q9bdo0dePh5cuX1dM9hg8f\nzubNm/nuu++4desWN27cICkpycRtxMbGhrVr13Lt2jWioqJQFKVK+SwpdxEREWzZskXti5kzZ1Z4\nfJmiKHflpIbmzZtz48YNvv32W0pKSnjzzTcpKiqqUt6goCCcnJx47733uH79Ordu3eLIkSPqEXGG\nI+Qs0adPH4vuCoqikJ6ezpw5c1iyZIm6MTI/Px9ra2vc3d0pLi5m7ty5FSqQZRkxYgTjx4/H1taW\nTp06VTkfwDPPPMNHH31EWloaBQUFTJs2jSFDhqDRaKhbty4ajcbkeS0oKMDBwQGtVkt6ejrvv/9+\nleuaNm2aempF2aui9s6bN4+VK1fy/fffm2zgBZ1P9okTJzh06BAHDx4kMDCQ2bNn89Zbb5kta926\ndRQUFFBaWsp3331HfHw8/fv3B3SGSysrK2JiYigqKiImJgaNRkPXrl3NlmV4VhcuXEiLFi3o168f\nN27cUOOr+rktW5459u3bR6NGjcptcK2I8PBwEx2zImrSPSMYGA50MTpSrrcQYqwQwmCffxo4LIQ4\nCHwMDKlBef6fvTuPi7L6Hjj+uQi4AoIKirjgnpqZ+y6VmplbmlomauZWWrbnUu5pi1paWWmWu1Zm\n5lb6/VUuWWbuuZu5hSuKCCqocH9/XGYUZRlghpmB83695jUPM888zxlknDN3zj1XCCFyvZEjR3L1\n6lXrSKWPjw9r165l8eLFlCxZkhIlSjBs2LBkfZXDwsIoWrSoNaG1DFzUqlUrxXPMnTuXPn36EBIS\nQmBgIIGBgQQFBTF48GAWLlxIQkICSim6d+/OmDFjKFKkCDt27LDWnIIZKOnVqxf+/v4sWbKEkydP\n4uPjw7333pvqc2vevDmRkZE0adLEelvjxo05f/58slKSIUOG0L59e2vnjoYNG7JlyxYAQkJC+OGH\nH5gwYQKBgYGULl2ayZMn3/VG7eXlxdKlSzl79izPPPMMJUuWTPdxt48O3z6Zr1q1anzyySd0796d\n4OBgAgIC0nzTv3MiYEZHnS37+/n5MX36dPr27UtISAiFChVKdt6U2tNZfs6TJw8rV65k586dlCtX\njmLFitG/f39rUnfy5MlkSdCdevbsyerVq63Jk1KKU6dOWfsC16tXj71797J+/XpatGgBQOvWrWnd\nujWVKlWibNmy5M+fn9KlS9v8ewkPD2fv3r306NEjQ78vgD59+hAeHk6zZs0oV64cBQoUsHYLKVCg\nACNGjKBx48YEBASwZcsWRo0axfbt2/Hz86Ndu3Z07tzZ4a3+RowYwcmTJ6lQocJdvaX9/PySvRa9\nvb3x9fW1lk8tWLAg2aTBadOmERISgr+/P2+88QZffPGFdcTX29ubZcuWMXfuXPz9/Zk7d671g3JK\nbv93mTFjBiEhIXTs2NH6Ac3W1+3tx0vp2JbnkdVe7GlRzu4raAullHaHOIUQuY9Syun9Wd3R008/\nTUhICOPGjbNp/wULFrBv375UR8aEbTp16mTt+uFI/fr1o2vXrrRs2TLVfUaMGEFgYCBDhgxxaCwW\n165dIygoiB07dlC+fPlsOafIPufOnSMsLIydO3fi7e2d7v6p/d+ddHuKn3AkaRZCiCyQpDlzevfu\nTalSpWxOmkXWRUREUKtWLb7//vsMlyfkBFOmTGH16tX83//9n7NDES4gM0mzQycCCiGEEClxlZXp\ncovp06czZswY+vTpkysT5rJly6KUYtkyadIlMk9GmoUQIgtkpFkIIdxPZkaas2VxEyGEEEIIIdyZ\nJM1CCCGEEEKkQ5JmIYQQQggh0iFJsxBCCCGEEOmQpFkIIYQQQoh0SNIshBBC2CgsLIxZs2bZtO/o\n0aMJDw+3ewzPPvss48ePt/txs9uwYcOSLemeVRMnTqRfv34AHDt2DA8PjzSXI3emsmXL8vPPPzs7\njGzRu3dv3nrrLbscK63X39mzZ6latWqy1UztTZJmIYTIwcqWLUtQUBBXr1613vbFF1/wwAMPZMv5\nw8LCCAgIyPAbmYeHB//++69N+/7xxx/4+vomax/Vr1+/FG/L6hK7Gekv7ag+1J9++ilvvvlmph5r\nzwQmK86fP8+8efMYOHAgAOvWrcPDw8O6/HOpUqXo1q0bW7dutfmYw4YNY+bMmVmKq1q1atYYPD09\nyZ8//11LUt8pMwm6I/qUf/PNNzRq1IiCBQum+PpesWIF1atXx8fHh8aNG7N///5Uj3X58mV69OhB\nsWLFKFasGD169CAmJsZ6/86dO6lduzYFCxakTp067Nq1K9VjpfZcM/O6Tev3FhQUxAMPPMCMGTNS\njSWrJGkWQogcLjEx0a4jerY6duwYW7ZsITAwkOXLl2f48bb2v65Tpw6JiYls27bNetvGjRspVarU\nXbc1b948w3HkJK6yqMzs2bN59NFHyZs3r/W2kiVLEhMTQ0xMDJs3b6ZKlSo0bdqUX375Jdvi2rt3\nrzWGpk2b8sknn1h/Hjp0aJqPdXa/9iJFivDyyy+nGOfhw4fp0aMHM2bMIDo6mnbt2tG+fXsSEhJS\nPNbo0aOJjIzk6NGjHDlyhLNnzzJ69GgArl+/TocOHejZsyeXLl2iV69edOjQgRs3bqQaW0q/G0e8\nbp966ik+//xzm/bNDEmahRAiB1NK8eqrrzJp0iSio6NT3OfAgQO0bNmSIkWKUKVKFb799lsAjh49\nir+/v3W/fv36ERQUZP05PDw8zWR87ty5tGjRgvDwcObMmZPsvt69ezNw4EBatWqFr68vYWFhnDhx\nAoBmzZoBcN999+Hj42ONJzVeXl40aNCADRs2AHDu3Dlu3LhB165dk9126NAhmjVrhtaad955hwoV\nKlC0aFG6detGVFSU9XibN2+mUaNG+Pv7U7NmTdavX5/ieU+fPk2NGjWYPHmy9ffVvHlzfH19adWq\nFZGRkcn279KlCyVKlKBw4cI0b96cffv2AfDXX39RvHjxZInF0qVLqVmzZornvX20eN26dYSEhDBl\nyhSCgoIIDg5m9uzZaf6+LOdZt24dpUqVSnZf2bJlrUnq6NGj6dq1K7169cLX15fq1asnS2ZOnTpF\n586dCQwMpFy5cnz00Udpnvd2P/30U5qJUMmSJRkzZgx9+/bljTfesN4+ZMgQSpcujZ+fH3Xq1OG3\n336z3pdaOcy3335LnTp1kt02ZcoUOnbsmG6clt9VYmIi48ePt35z06tXLy5fvgzc+nstXLgwPj4+\n/Pnnnxw5coQHH3yQokWLWkdqU3v92ctDDz3E448/TokSJe66b82aNTRt2pRGjRrh4eHBG2+8QURE\nRKp/23v37qVjx44UKlQIX19fOnbsyN69ewHzd5OQkMCQIUPw8vLi+eefR2tt04ebmJgYHnjgAV58\n8cUMv24tjh07RpMmTfD19eXhhx/mwoUL1vvq1avHv//+y8mTJ23/xWWAJM1CCJHD1alTh7CwMCZN\nmnTXfVeuXKFly5b06NGD8+fPs3jxYp577jkOHDhAaGgovr6+7NixA4ANGzbg4+PDgQMHrD+HhYWl\net65c+fSrVs3unbtypo1azh37lyy+xcuXMjIkSOJjIykZs2aPPXUU9bjAuzevZuYmBi6dOmS7nNs\n1qyZ9XEbNmygSZMmNG7cONlt5cqVIzg4mGnTprF8+XI2bNjA6dOn8ff3Z9CgQQBERETQtm1bRo4c\nSVRUFJMmTaJz587J3pjBJMhhYWG88MILvPLKKwB0796dunXrcuHCBd566y3mzJmTbFT30Ucf5Z9/\n/uH8+fPUqlXL+nzr1q1LkSJFWLNmjXXfefPm0atXrxSf652jxWfPnuXy5cucOnWKWbNmMWjQoEwn\naHeOQq9YsYInn3yS6Oho2rdvz+DBgwGTRLZr147777+fU6dO8fPPP/Phhx+ydu1am87z999/U7ly\n5XT3e+yxx9i+fTvXrl0DTFK0a9cuoqKi6N69O126dLGW/qQ2gt6+fXuOHj1q/buFtH+/t7Mcc/bs\n2cyZM4d169bx77//Ehsba/1dbNy4EYDo6GhiYmKoX78+ACNGjOD06dPs37+fkydPWkdq0/POO+/g\n7++f4iUgIMCmY6T0PG7/UJaYmIjW2poI3+nhhx/mu+++49KlS0RFRfHdd9/Rpk0bwCTUNWrUSLb/\nfffdl+qxLOe/cOECDz30EE2bNuXDDz8EbHvdhoaGEhwcDJgPMQsXLmT27NmcO3eO69evJ/t/zdPT\nkwoVKrBz586M/opsIkmzEEI4UgNln0sWKKUYO3YsH3300V2jnytXriQ0NJRevXrh4eFBzZo16dSp\nE9988w0AzZs3Z926dZw5cwalFI8//jjr16/n6NGjXL58mfvuuy/Fc/72229ERETQvn17KlasSNWq\nVVm4cGGyfdq2bUuTJk3w9vbm7bff5o8//iAiIiJTz7FZs2bWUceNGzfSrFkzGjZsyObNm623WUY2\nP/vsM8aPH09wcDBeXl6MGjWKJUuWkJCQwPz582nTpg2tW7cGoEWLFtSpU4dVq1ZZz7V3714efPBB\nxo4dS9++fQE4ceIEW7duZdy4cXh5edG0aVPatWuXLFHp3bs3BQsWtJ5z165d1jrRnj17Mn/+fAAu\nXrzI2rVr6d69e6rP9/bjenl5MXLkSPLkycMjjzxCoUKFOHjwYKZ+j3dq2rQprVu3RilFjx49rLWr\nf/31F5GRkbz55pt4enoSGhpK3759Wbx4sU3HvXTpEj4+PunuFxwcjNaaS5cuAebrd39/fzw8PHj5\n5ZeJj4+3PtfUyiPy5s1L165drb/fvXv3cvz4cdq2bWtTrAALFizglVdeoWzZshQsWJCJEyeyePFi\na/J5p/Lly/PQQw/h5eVF0aJFeemll1Id1b3T0KFDiYqKSvFy8eJFm2O+XYsWLVi/fj3r16/n+vXr\nTJgwgevXryeb63A7y4fIIkWKULRoUby8vKx1xbGxsfj5+SXb39fXN1nN850iIiIICwujW7dujB07\n1nq7La/b2z+YK6Xo06cPFSpUIF++fHTt2vWuBNnHx8dho/qSNAshRC5QrVo12rZtyzvvvJNsRO74\n8eP8+eefyUazFi5cyNmzZ4FbSbPlDa158+asX7+eDRs20LRp01TPN2fOHFq1amVNjLp06ZKsREMp\nRUhIiPXnggULEhAQwKlTpzL1/Bo0aEBsbCx79uxh48aNNG3alIIFC1KqVCn27NnDhg0brF/xHj9+\nnMcee8z6fKtWrYqnpydnz57l+PHjfPvtt8l+H5s2beLMmTOAScwWLFhASEgInTt3tp7/1KlT+Pv7\nkz9/futtZcqUsW4nJCQwdOhQKlSogJ+fH6GhoSilrB9innrqKVasWMHVq1f55ptvaNasWbJSmLQU\nKVIED49bb+cFChQgNjY2U7/HO90eQ4ECBYiLiyMxMZHjx49bn7PlMnHixLu+TUiNv79/mkmWRURE\nBEopChcuDMCkSZOoWrUqhQsXxt/fn+jo6Ls+CKakV69e1g9t8+bNo1u3bnh5edkUK5hSnNv/PUuX\nLs3Nmzetr5M7nT17lieeeIKQkBD8/PwIDw+/69uK7FS5cmXmzJnD4MGDCQ4O5sKFC1StWjXZa/B2\nTz31FJUrVyY2NpbLly9Trlw5evToAUChQoWspSkW0dHR+Pr6pngsrTWrVq0iLi6OAQMGJLsvvdet\n5f+d2xUvXty6nT9//rv+1mNiYqx/L/bm6ZCjCiGEMDY7d3LQ7caMGUOtWrWs5QRg3vybN2+e6tfq\nzZs357XXXiMkJISwsDCaNGnCwIEDyZcvX6qlGdeuXeObb74hMTHRWl8ZHx/PpUuX2L17NzVq1EBr\nnazuMDY2losXL1q/hs2ofPnyUbduXZYvX87p06epVKkSYEZKly9fzt9//2198y1dujRfffUVDRs2\nvOs4pUuXJjw8PNUZ+EopxowZw48//kj37t1ZvHgxHh4elChRgqioKK5evUqBAgUAk5znyZMHMKUo\ny5cv5+eff6ZMmTJcunSJgIAA6yhlSEgIDRo0YOnSpcyfP5/nnnsuzedrj8l8BQsWTDbSmJCQwPnz\n5216bKlSpQgNDeXQoUOZOneNGjU4ePAgtWvXTnO/77//ntq1a5M/f342btzI+++/zy+//EK1atUA\nkv0O09KgQQO8vb3ZsGEDixYtYtGiRRmKNzg4mGPHjll/PnHiBJ6engQFBaVYPzt8+HDy5MnDnj17\nKFy4MMuWLeP555+36VwTJkxg4sSJKd6nlLorYU1pn5R07tzZ+kHv0qVLzJo1i7p166a4708//cQf\nf/xh/RA4YMAA64fkatWqMWXKlGT77969O9Xnp5SiX79+REVF0aZNG3766SfrayS91+3u3bvvSprT\ncvPmTf75559UvwHLKhlpFkKIXKJ8+fJ069Yt2eS9Rx99lEOHDjF//nxu3LjBjRs3+Ouvv6z1n5av\nQefPn0/z5s3x8fEhMDCQ7777LtWJXMuWLcPT05P9+/eza9cudu3axf79+2natClz58617rd69Wo2\nbdrE9evXeeutt2jYsCElS5YEzAjnkSNHkh3Xw8PDWuuYkmbNmjF16lQaN25sva1JkyZMnTqV4OBg\nQkNDARg4cCDDhw+3Tjw8f/68tbtHjx49WLFiBWvXriUhIYG4uDjWrVuXrGzEy8uLb7/9litXrtCz\nZ0+01pQpU4Y6deowatQobty4wW+//cbKlSutj4mNjSVv3rwEBARw5coVhg8fflf8PXv25N1332XP\nnj106tQp1eeptbZLp4ZKlSoRFxfH6tWruXHjBuPHjyc+Pt6mx9arVw8fHx/ee+89rl27RkJCAnv2\n7LG2iLO0kEtNmzZtUi1X0FoTERHBmDFjmDVrFhMmTADMCKKnpydFixbl+vXrjB07Nt0E8nbh4eEM\nHjwYb29vGjVqZPPjAJ588kk++OADjh07RmxsLMOHD+eJJ57Aw8ODYsWK4eHhkezvNTY2loIFC+Lr\n60tERATvv/++zecaPny4tWPHnZe0nm9iYiJxcXHcuHGDxMRE4uPjk3W02LZtm/WDUf/+/enQoYM1\nSb1TjRo1mDlzJnFxcVy7do0ZM2ZYE9GwsDDy5MnDtGnTiI+PZ9q0aXh4ePDggw+meCzL3+rHH39M\n5cqVadeuHXFxcdb7bX3d3nm8lGzZsoWyZcveNcHVXiRpFkKIXGTkyJFcvXrVOhrl4+PD2rVrWbx4\nMSVLlqREiRIMGzYsWV/lsLAwihYtak1oLSPMtWrVSvEcc+fOpU+fPoSEhBAYGEhgYCBBQUEMHjyY\nhQsXkpCQgFKK7t27M2bMGIoUKcKOHTusNadgOiH06tULf39/lixZwsmTJ/Hx8eHee+9N9bk1b96c\nyMhImjRpYr2tcePGnD9/PlkpyZAhQ2jfvr21c0fDhg3ZsmULYEZ8f/jhByZMmEBgYCClS5dm8uTJ\nd71Re3l5sXTpUs6ePcszzzxjnaD0559/EhAQwNixY5NNNOvZsydlypShZMmSVK9enYYNG941Itip\nUydOnDjBY489Rr58+VJ9nndOBMzoqLNlfz8/P6ZPn07fvn0JCQmhUKFCyZKNlNrTWX7OkycPK1eu\nZOfOnZQrV45ixYrRv39/a1J38uTJZEnQnXr27Mnq1autyZNSilOnTll7IterV4+9e/eyfv16WrRo\nAUDr1q1p3bo1lSpVomzZsuTPn5/SpUvb/HsJDw9n79691jKDjOjTpw/h4eE0a9aMcuXKUaBAAWu3\nkAIFCjBixAgaN25MQEAAW7ZsYdSoUWzfvh0/Pz/atWtH586dHd7qb+7cuRQoUIDnnnuOjRs3kj9/\n/mTlEC+++CL+/v5UqVKFIkWKJOtpvWDBAqpXr279efbs2Rw6dIiSJUsSEhLCsWPHrOVV3t7eLFu2\njLlz5+Lv78/cuXOtH5RTcvu/y4wZMwgJCaFjx47WD2i2vm5vP15Kx7Y8j6z2Yk+LcnZfQVsopbQ7\nxCmEyH3unJUubPP0008TEhLCuHHjbNp/wYIF7Nu3j7ffftvBkTlXxYoV+fzzz1MdtcuqTp06Wbt+\nOFK/fv3o2rUrLVu2THWfESNGEBgYyJAhQxwai8W1a9cICgpix44dlC9fPlvOKbLPuXPnCAsLY+fO\nnXh7e6e7f2r/dyfdnuInHKlpFkIIke0y+kHD0p4tJ1u6dClKKYclzBEREWzatIlXX33VIce/nS0r\n82X3B6BPP/2UevXqScKcQwUGBlp7nzuKJM1CCCGynausTOcqwsLCOHDgAPPmzXPI8adPn86YMWPo\n06dPhut5c4KyZcuilGLZsmXODkW4MSnPEEKILJDyDCGEcD+ZKc+QiYBCOEJsNMx/H2IuOTsSIYQQ\nQtiBJM1COMKiKfDx6+ZaCCGEEG5PkmYhHOHgDnP9z27nxiGEEEIIu5CkWQhH+HePuT6237lxCCGE\nEMIupHuGEPZ2NRZOHTXbEUfgxnXwSr9npHBf0gVCCCFyPkmahbC3o7f1iUxIgJOHoVw158UjHEo6\nZwghRO4g5RlC2JulNMNCSjSEEEIItydJsxD2diQpafbOa64laRZCCCHcniTNQtibZaS54SPmWpJm\nIYQQwu1J0iyEvVmS5oe6muvba5yFEEII4ZYkaRbCnqIvQORpyF8QGrQ2t504aCYECiGEEMJtSdIs\nhD39u9dch1YDX38oWgLi4+DMcefGJYQQQogskaRZCHuyTAIsX91cl73HXEtdsxBCCOHWJGkWwp4s\n9czlJGkWQgghchJJmoWwJ0mahRBCiBxJkmYh7EXrW0mzlGcIIYQQOYokzULYS+RpuBwFvgFQpLi5\n7fakWZZbFkIIIdyWJM1C2Mvto8xKme0ixaGQH8RcgotnnRebEEIIIbJEkmYh7OXIHfXMYJJnKdEQ\nQggh3J4kzULYy52TAC0sSfNRSZqFEEIIdyVJsxD2cuckQAsZaRZCCCHcniTNQthDYmLy1QBvJ0mz\nEEII4fYkaRbCHk4fg7irUCwY/AKS32dJmo9L0iyEEEK4K0mahbCHlCYBWpQoC9554fwpiI3O1rCE\nEEIIYR+SNAthD6lNAgTIkwdKVzbbxw5kX0xCCCGEsBuHJc1KqVJKqV+VUnuVUnuUUi+kst80pdRh\npdQupdT9jopHCIdKbRKghdQ1CyGEEG7N04HHvgG8pLXeqZQqBGxTSv1Pa23NGpRSbYAKWuuKSqn6\nwKdAAwfGJIRjpFWeAZI0CyGEEG7OYSPNWuszWuudSduxwH4g+I7d2gNzkvb5EyislApyVExCOMTN\nG3A8qewitGrK+1hul6RZCCGEcEs2jTQrpQoCpQAN/Ke1vpKRkyilygL3A3/ecVdJ4ORtP/8HhACy\n3rBwHycPm8S5ZDnIXzDlfawjzfuyLy4hhBBC2E2qSbNSygfoBzwBFMUksgoIUkpdABYAM5NGkVOV\nVJqxBBiSyr7qjp+17eEL4QLSK80AKFURPDzg1FGIj4O8+bInNiGEEELYRVojzcuAxUA7rXWykV+l\nVHFMacUPwEOpHUAp5QV8B8zXWi9LYZcIzAi2RUjSbXcZPXq0dTssLIywsLA0QhciG6XVOcPCOy+U\nLG9GpU8cgoo1sic2IYQQQqRq3bp1rFu3zqZ9ldaOGdhVSilMvfIFrfVLqezTBhistW6jlGoAfKi1\nvmsioFJKOypOIbLsjU6w/nsYuxBaPZn6fq91gI3LYdxiaNkt++ITQgghhE2UUmit76yCAGyvaQ4B\nygB5MOUUWmu9IZ2HNQZ6ALuVUjuSbhsOlMYc4HOt9WqlVBul1D/AFeBpW+IRwqXYMtIMpq5543KZ\nDCiEEEK4oXSTZqXUu0A3YB+QcNtdaSbNWuvfsKE7h9Z6cHr7COGy4q7Bf/9AHk8oUzntfaXtnBBC\nCOG2bBlpfgyorLWOd3QwQridY/tBayhdCby8095XkmYhhBBZcfMmvDsQDu2AyrXgnjpwT12zsFZ6\n70Eiy2xJmo8A3oAkzULcydbSDICyVcz1yUOQkGCW1xZCCCFskZgIE/rC6jnm54PbYfkXZtvLGyre\nZxLoe+pAlTpmoMbTkWvY5T5ptZz7KGnzKrBTKfUztxJnrbVOcVlsIXKVI+ksn327gr5QrCScjzCt\n50pVcGxsQgghcgatYerLJmHOVwCGzoDoSNj3FxzYCscPmu19f916TL4CUOn+W0l01bq32p+KTEnr\nI8g2TM9kBaxIus3ys7SyEAIyNtIM5pP/+QhToiFJsxBCCFt8NR6+ngqeXvDu91C/VfL7Y6PNaDHZ\n3AAAIABJREFUyPP+rUmXv8zgzO5N5mJRwAeq1L41In1PHQgOBZViswhxh7SS5mhgk9b6XHYFI4Tb\nyUzS/Nf/maS5aTvHxSWEECJnWPIJzBhpRojHLrw7YQYo5Ae1HzAXi+gLcGDbrdHo/Vvh3H+wfZ25\nWPgGJB+NvqeO+VZUEum7pJU09wA+VkpdAzYlXX7XWu/JlsiEcHWx0XD2pFndr2Q52x4jkwGFEELY\n6qcFMCmpydjrn8GDj9v+WL8iJsG+Pcm+cCb5aPT+vyDqPPy51lwsAoKSj0ZXqQNFguzznNxYqkmz\n1rozgFIqFGgENAQGKqVKAVu11o9kT4hCuKh/95rrslVtn9QnSbMQQghb/LYSxvUy24PehY79sn7M\nIsWhSVtzAVMrfe6/5KPRB7bCxbOwaaW5WFSuBVNWmWPkUulOq9RaH1VK5QPyAQWSrvM5OjAhXN6/\nGZgEaHF70qy1fP0lhBDibjs2wIguptNS+BsQ/rpjzqMUBJUylwc6mdu0hoh/bxuN3goHt5ma6Ql9\nYdKKXPvelVb3jBGY0eViwEHgD+AjoJ/WOiG1xwmRa1g6Z4RWs/0xAYHg6w+XoyDyNBQLdkxsQggh\n3NPBHfBqO4iPgw794LmJ2Xt+pSCkvLm07GZuOxcBT1WHTavghy/sM+rthtLqO9ITKAH8CCwAFmmt\nd0jCLESSzIw0KwVlpERDCCFECk4cghcfhiuX4aEu8PqnrjGqG1gSXptutqe+BP8dcW48TpJq0qy1\nrgy0wrSeaw4sVUr9pZSaqZTqk10BCuGyMto5w0LqmoUQQtzp7El4oaWZmFe/FYya51qLYLV6Elp0\ng2tXYGwvUzqSy6TZ4VprfUFrvQIYBQwDvgUeBL7IhtiEcF0Xz5n/2Ar4mFqwjAitaq4laRZCCAFw\nKRJeaAVnTsC9DeGdpeCd19lR3e216VC0hOn9vGCSs6PJdqkmzUqpDkqpd5VSG4FzwGSgCPAykHun\nTgoByUszMvrVmYw0CyGEsLhyGV56BI4fMO8pk1ZC/oLOjiplfgEw4kuzPeMtOLzbufFks7RGmntj\nkuXXgeJa6yZa6ze01j/Igici1zuSydIMuJU0H91nv3iEEEK4n/g4eL2j6VBRshxMXWsSU1fWsDV0\nehZu3oDRPeB6vLMjyjZp1TQ/prWeDBTWWif7jSilBjo8MiFcWWbrmQGKl4Z8BUwfzMtR9o1LCCGE\ne7h5E956Arb9akoepv3PXLuD59+HkApw5G+zWmEukWZNc5K3lFIPWX5QSr0OdHRcSEK4gcx0zrDw\n8IDSlc22lGgIIUTuk5hoeh5v+MG0IZ261vaVZV1B/oIwep55P1vwPuz8zdkRZQtbkub2wNtKqaZK\nqbeB+km3CZE7aZ218gyQumYhhMittIZpr8DqOeZbx8mrMjcA42zVG0DPYeb5jO0JV2KcHZHDpZs0\na60jMUnydCAYeFxrfd3RgQnhss6ehKsx4F/MLFaSGZI0CyFE7vTV27D4Q/D0gne/N90y3NUzI6HS\n/XDqKEx92dnROFxa3TNilVIxSqkY4AhQCegCXFZKXc6uAIVwOVmpZ7aQpFkIIXKfJZ+YrhMeHjB2\noenH7M68vE2ZhndeWP4F/LbS2RE5VFoTAQtprX1uu+S97Tbf7AxSCJeS1dIMgFBJmoUQIlf5aQFM\nGmy2X/8MHnzcufHYS7lqMOBtsz2hr1nDIIdKa6Q53Yp0pVR5+4YjhBvIyiRAi5AKZqWn08cg7po9\nohJCCOGqNq2Ccb3M9qB3oWM/58Zjb0++BPc3N12h3h1o6pxzoLRqmicqpVYqpforpWoppUoopYKV\nUrWVUgOUUquAt7MrUCFchj1Gmr28TeKsNZw4aJ+4hBBCuJ6dG2H442bZ6fA3IPx1Z0dkfx4e8NZs\ns0ruuqXw03xnR+QQaZVndANeBAIxyfHPwP8B44GiwPNa6yeyI0ghXEZCAhxLWpSkXLWsHUvqmoUQ\nImc7uANeaWsWMenQD56b6OyIHCe4LLw81WxPGmyWBM9h0uyeobX+R2s9Xmv9iNa6atLlEa3121rr\nf7MrSCFcRsQRs/pRUCko5Je1Y0nSLIQQOdeJQ/Diw2aZ7Ie6wOufglLOjsqxHu0NzTqY5zz+adOP\nOgexpU+zEMLCHqUZFpI0CyFEznTuP3ihpZkUV78VjJpn5rHkdErB0BmmJevWX+Dbj5wdkV1J0ixE\nRtij3ZyFJM1CCJHzXIqE51ua8oR7G8I7S01LttwiIBCGzTTb04fC0ZzzHidJsxAZYY/OGRZlqpjr\nE4fg5s2sH08IIYRzXYmBlx6B4weg/L1mtb/8BZ0dVfZr1gHaPm1quceEw80bzo7ILtJNmpVSHkqp\ncKXUyKSfSyul6jk+NCFckD3LMwoUMrXRN2/AKZkiIIQQbi0+Dl7vAPu3QslyMHUN+Po7OyrneelD\nKF4GDmyDr8Y7Oxq7sGWkeTrQEOie9HNs0m1C5C7X4+HkIVOzZSmtyCop0RBCCPd38ya89QRs+xWK\nloBp/zPXjnR4l2v3Qy7oCyPnmPfM2W/D3i3OjijLbEma62utnwOuAWitLwJeDo1KCFd0/KBpORdS\nAfLlt88xQ6uaa0mahRDCPSUmmpXwNvxgRpanrjUjzY40oR+E1zSLpriyWs3hyZfNe+eYcIi76uyI\nssSWpPm6Uso65VMpVQzIWT1EhLCFPScBWshIsxDOozWs+z7HtcUS2UhrmPYKrJ4D+QqYGmZ7zHm5\n0/6tsG3drZ8t5/h0mElIXdmA8WZdgxOH4OM3nB1NltiSNH8EfA8EKqUmAJuAHNydW4hU2HMSoIUk\nzUI4z6o5MLQTPNvcvKELkVGzJ8DiD8HTC9793nTLsLe4qzDqKRj0gBnNBnhsIBQvbebZrF1o/3Pa\nU958SS33PGHJx/Dn/5wdUaalmzRrrecDb2AS5VNAB631N44OTAiXY89JgBa3J82uXJsmRE7kVwQC\ngmDXb9CjBsx9VzrZCNudPg4z3jJLSI9daPoxO8Knw82HutCqUP9hc5t3Xug31mzPGGnm3LiyyvdD\n39Fme/zTcDnKmdFkmi3dMwKAs8BCYBFwViklNc0i93HESHPhouZyNdY0wxdCOEbMpbtva9oOFu0z\nq5hdjzc9Zfs2gHMR2R6ecEOrZpvBjoe6woOPO+Yc236Fr6eaUdpRc82orUXrHqbs4fQxWP6FY85v\nT+FvQPUGcD4CJj/v7GgyxZbyjO1AJHAYOJS0fVwptV0pVduRwQnhMq7Gwqmj5iu4UhXte2wp0RDC\ncRIS4PO34Il7Uv5g6hcAb30FH/5kvu6+ecMsziBEWhITYeVXZrvdM445x5XLMO5ps/30m1DljpQr\nTx4Y/J65r3UPx8RgT56eMHKuqf1eswB+/tbZEWWYLUnz/4BHtNZFtNZFgNbASmAQ8KkjgxPCZRzd\nZ67LVDGJsz1J0iyEY8Rcgtfamx6xUedgx4bU923wMCzYY1Zvs/drXOQ8W3+BM8dNH+I6DzrmHCf/\ngRvxJlnuPTzlfRq1gQHjoJCfY2Kwt9IV4flJZvvdgRB52rnxZJAtSXNDrfUayw9a67VJt/0BeDss\nMiFciSNKMywkaRbC/o7sgafrwu+rTe3yh2vg4e5pP6agD4SUz574hHtb+aW5bvu0qWl2hCq1YOEe\nePubnPVBrtNAaNAaLl+Et59xq/k8tvxLn1ZKvaGUKqOUKquUeh1T15wHaT0ncgtHTAK0kKRZCPu6\nFAn9GsF//0ClmvDVVqjXIvPHuxwFA5qa+lIhLkfBuqVm0Y5Hezv2XH5FHN/zObspBSNmmZ7Wf/wI\ny2Y4OyKb2ZI0dwdKAcswredKA08CeYCujgtNCBfiiB7NFpI0C2FfhYtCz6GmznPGJggum7Xjff2h\n6bAx6EF4ZwDERtslTOGm1i40E0frtoASZZwdjXsqFgyvJVX4Tn3ZlKK4AaXdYFhcKaXdIU6Rg7UN\nNrVX3x2x/6d+reFBH7h2BdZEmpEFIUTWWN4zlMr6sW5ch3nvwpfjzETBYiXhjc+gSdusH1u4n561\n4NAOGLcYWnZzdjS3aG1Gbg9sgz5vOTsa24zsDmsXmf7Wn200kxudTCmF1jrF/zhsaTkXqJSapJRa\nrZT6Nenyi/3DFMJFRV8wCXO+AlCirP2Pr5SZYAhwVEabhbALpeyTMAN4eZskZO4OqFbftMx6td2t\nCcIi9zi4wyTMvv7QrIN9jx15GuZMNB/MMuN8BLzWAWaOulVS6Ope+diMOv/9B8x/z9nRpMuW8owF\nwAGgHDAaOAZsdVxIQriYf/ea63LVHDfhQ0o0hMic/y2Gv37OnnOVq2bKPYZMgSdeNItNiNxlRdIE\nwId7JO+ZnFVaw4S+ZiGTzC41HRgCjw0wx/r8TfvF5kh+AfBmUuu+maPg0E7nxpMOWzKAIlrrL4Dr\nWuv1WuunAQf1VxHCBTlyEqCFJM1CZMzNmzDtVXjrSXizG0Sdz57z5skDT74EL36QPecTriM+DtYu\nMNvt7dybefks0+nFpzB0fyXzx3n6TfOt6IYfYPfv9ovPkeq3gscHmRH2MeHm9+yibEmaryddn1FK\ntVVK1QL8HRiTEK7FkZMALSRpFsJ2lyLhxYdh4WSzUlq/sWbynyvY86dbtdASGbBhmemcUbkWVLzP\nfsc9dQymvmS2X/0EAktm/lhFisMTSceaPtR9/hYHvWsWDjuyxyxN7qJsSZrfVkoVBl4BXgW+AF5y\naFRCuJKjSeUZjujRbCFJsxC2ObAdetc2i0sEBMEnv8Djz9mvfjkr9vwJ/RvB8y3NCqIi+8RdhbG9\nYeZoswqkIyyfZa7tuQJgYiKM621WnX2gM7R6MuvH7PEa+AaY5bUvnMn68bJD/oIwap75Jmfh5LQX\nInKidJNmrfUKrfUlrfXfWuswrXUtrfXy7AhOCKfTOnvKM0LKmxGzM8dNFw0hRMpiL5nlsKvVh9nb\noGZTZ0d0S3Qk+PjD1p+he3X4eqrjEjiR3PuDYPUcmDUGJg22//FPHTP/rt557ZPYWlyNMRNN/QPh\n9U/t8+GvkB9MXQPfHIKiJbJ+vOxSvT70Gm7ed8f2MsuIuxhbume8r5TyVUp5KaV+VkpFKqXCsyM4\nIZzuwhmzapGvv2P/8/H0gtKVzPbxg447jxDurs6D8MFP8On6rH2N7QiNH4VF+6BFNzPy+cGLMLCZ\njDo72srZsGo25M1vWoJ2fd7+51g12yRzYZ3N+4G9WBLcWZvBv5j9jntPHftOVMwufd4y5S+nj8GH\nLzs7mrvYUp7RSmt9GWiL6ZxRHnjNloMrpb5USp1VSv2dyv1hSqlopdSOpIubTPcUucbto8yO/vpX\nSjSEsE39lmbEzxUFBML4xfDeMvNB+8RByFfQ2VHlXEf3wfvPme1XP4avD9i/q0liIqxK6vDQro99\njw3mvSU41P7HdUeeXjB6nnl9r5gFG1yrsMGWpNkz6botsERrHQ3YWln+FdA6nX3Wa63vT7qMt/G4\nQmSP7JgEaCFJsxDJXTzn7Agyr1kHM+r8/nKTSAvHKFLCdF9o0xPaPm2SLnv762c4c8L06a/9gP2P\nL5ILrQrPTjTbE/tlX2ccG9iSNK9QSh0AagM/K6UCAZv6gWitNwJR6ezmArM3hEiFJM1COMfKr+Cx\nsqYNl7vyKQw1Gjk7ipzN1x/e/R6Gzkj728Dt6zPfSWJF0gTAtk87rle/o9247tKt3O7SbQjUCoOo\nc/DZCGdHY2XLRMChQGOgttb6OnAFsNcyOBpopJTalbTioHSKF67FUp7hyM4ZFpI0C2He3N8fBOP7\nQPw1k+zkRO7SCswdKJV2uc43H8FzYTD5edPfOyOiL8L67805Hu2dlSiN6/Hw7rNm5Dq7bF4D3aqY\nrhTuwsPDLFWfxxOWf2GWBncBnqndoZTqTPIyDK2UigR2aq3t1cNkO1BKa31VKfUIsAyolNKOo0eP\ntm6HhYURFhZmpxCESEVi4q12c+WqOf58ZSqb/5hPHjZN3h3xNaMQruzCGRj2OOzeZDoKvDbd/otI\nONulSLPqWwEfGOJGSYw78yti/p6WfAIR/8L4r6Ggj22PXbPAfJBr8DAUL531WGaOgu8/gwNb4cst\n2dMq0cvbTEad/x50Gmh+H+6gTGWz8uaCSeYDz4xNDvl9rVu3jnXr1tm0r9KpfNpVSs3m7trlAOA+\n4BmttU3rliqlygIrtNb32rDvUcyI9sU7btepxSmEw5w6Cp3Kmck8K09lzzkfCzWzhhftg9B7suec\nQrgCreHpumZEqVhJeGcpVKvn7Kjs79BO02daKZizAyqk+9YobnftihlQ8PLO2ON2/gZvdIToC1Ch\nBkxeCUGl0n9cz/vNv9n4r6FF18zFbLH7dxiY1CLx89/g3oZZO15GDHkY/lxrVht8YVL2nTerrlyG\nLpXg4lnTx/mRHg4/pVIKrXWK2Xmq5Rla695a66fvuHQAmgMT7RRYkFLmY4NSqh4mib+YzsOEyB7Z\n0Z/5TlKiIXIrpeClqVDnIdN/OScmzACVakKnZ03/5smDpUwjI7SGif1hQBPTNzkjajaBLzab1p7/\n7DZ9gNNzYLtJmH0DzMTOrLh2xZwzMRF6vJ69CTPcmli35GM4ezJ7z50VBX3NaoEAn7wOV2KcGk6G\nK9q11scBm743VkotAn4HKiulTiql+iilBiilBiTt8jjwt1JqJ/Ah8ERG4xHCYbJzEqCFJM0iN7uv\nMXz0PygS5OxIHKv/ONOTd8cGWLvI2dG4jx++gLULTZu5+GsZf3ypCjDzD7Py3rCZ6e+/8ktz3bpH\n1lscfjIU/vvHjHL3HZ21Y2VGlVqmf/j1ePhiTPafPyseCTeLGUWehtlvOzWUDCfNSqkq2N4940mt\ndbDW2ltrXUpr/aXW+nOt9edJ93+ita6uta6ptW6ktd6c0XiEcJjsnARoIUmzyO1cYTlsR/P1h+fe\nMdsfveqSK5+5nMO7YErSoiWvf5b58jW/AJi4xKzCmpa4a6aeGbLem1lrKBactFT0XOf1GO8/Dsrf\nC03aOuf8meXhAa98ZLYXTYETh50WSloTAVekcLM/EAw4vqhECGeTkWYhHCMhAbavg7oPOTsS53m0\nNyyfZWqaExOdHY1ruxIDw7uYUdJ2z2RLXSvrv4eYS1ClNlS8L2vHUgp6DYOO/Z07Ca90RZi/yz0/\nmFataz68rPgSpr5katKdINWkGbhzWq8GIoF/tNbxjgtJCBdw8wYcP2C27b26VFosSfPxA+aN1F17\nggqRmhvXYXQ4/PwNjJxjFqXIjTw8YPqvGZ/QlhutmGW6CpW/99aIo71pDd9+DI/2MnW0K5JKM9rZ\nsXuLK3StcMeE2WLgBPhlCWxaZS6NH832EFJNmrXW67IxDiFcy8l/zJt7cCgUKJR95/ULAP9A09D9\n7EkoUSb7zi2Eo127YlrKbf7JtFwrnsv/viVhtk23IaA8TNu3fPkdc45FH8C0V+CHmfD6dNj6M+TN\nB62edMz5RMYVCTL14FNfhg9fgrotsr3URYaxhEiJM0ozLKREQ+REl6PghVYmYfYvBtPXQa3mzo5K\nuAOloNsLpm+vozTrYI5/5G94sbW5LayzWdVRuI4ug8175MnD8PXUbD+9JM1CpORfJ0wCtJCkWeRE\nI5+Ev383vXE/22hm8wvhKkLKm84atcLMNyKQ+SRda7Pq3/pldgvPIa7GwtLP3Kum3tPLtKYE+Goc\nnM+mNRSSpJs0K6XaK6UkuRa5izN6NFtI0ixyokHvQfUGZlEHR44YurM9m00SI5zD1x+eevXWz78u\nNZNWM2rNQrPq35ieZgVIV6Q1DGwG7z0Lv37n7Ggypn5LaN7RJP3Th2brqW1JhrsB/yil3ktqNydE\nziflGULYV8UaMPN3+yxFnBOdPg79G8OUF+DYAWdH41y/fGdWZHWG1XPNdcNHYPIKyJMnY48/F2EW\nrQF48QMoXNS+8dmLUmZJbYDPRpjJ7+7khcmmnvnHeWalxWySbtKstX4KuB/4F5itlPpDKdVfKWXj\nwu1CuJm4a6YJfZ48zhkRC5WkWeRQ7jxz39FKlDGdGm7egMnP596VAg9sh1HdoVcts5hFdoq+ABuW\nmb/ToZ9DYEjGHq81THjGtKpr/GjW+zs7WtunoVRFUx+88itnR5MxJcvBU6+Z7SkvZO4bgUywqexC\nax0NLAG+xvRpfgzYoZR6wYGxCeEclnZvpSo5pwl9sZKms0D0BYg6n/3nFyKrMrrEsTCenWBKBP76\nP/f7ytweYqNhRBfTuajlk1C0RPae/6cF5tz1Hza19xm1bAZsXmOW3R420/U/JHp6wYDxZnvWGIi7\n6tx4MqrnUPPB5sC2bEv6balp7qCU+h5Yh1k+u67W+hGgBvCyY8MTwgmcOQkQzH+0UqIh3NUv30G3\nyrDkE2dH4n4KF4UBScsET3351oS03EBrePsZiPgXKt0PQ6Zk//lXzDLbqY0QJybC+4Ng318p3x9a\nzbQpfW169if8mfXg42YBl/OnYONyZ0eTMfkLwvOTzPanw8wIv4PZMtLcCfggabnr97TW5wC01leB\nvg6NTghncOYkQAtJmoU7WvElvNnVjNaddN5St26tY3+oXMuM+h3d5+xoss+ST8zoegEfePsb0yM5\nOx3cDv/sNguQNG2f8j7LZ8F30+HZ5maS4J1qNoGFe6FlN8fGak8eHvDqx/DJr9DyCWdHk3EtusL9\nzcyEyy9GO/x0tiTNZ7XWG26/QSn1LoDW+v8cEpUQzuTMSYAWkjQLd7NgshkpTEw0CxC8+IGzI3JP\nefLAuEXwzSGzdHBu4ukFI2ZBqQrZf+7lSaPMrXukXpb3aC8zCh1/DYY/Dgsm3V177qjFVxypegOo\nHebsKDJHKXh5mkn+l3wM/+516OlsSZpbpnBbG3sHIoTLcHZ5BkjSLNzLgsnwUVKrrpenQd9Rrl/P\n6cpKVzKrg+YmXQbDt4fhoS7Zf+64a7B2odlOa9lsL28Y/oWpPdcaPnoN3h3ofp0ncpqK90HHAWYy\n4JQhDp1Em2rSrJR6Vin1N1BZKfX3bZdjwG6HRSSEM125DGdOmJGGkuWdF4ckzcKdNG0HxYJh1Dzo\n+ryzoxHuqoSTllVft9RMQrynDlS4N+19lYJew2D81+Z94p/dcPNm9sQpUjdgnJlEu/VnWPe9w07j\nmcZ9C4EfgXeANwDLsEGM1vqCwyISwpksX+2UrZrx/pz2FBxqRjXOnoQrMVBQOjwKF1a6kiknyF/Q\n2ZEIkXErvzTXaY0y36lFVyhR1lzcsSQjPVq717dFfkWg/3iYNMhMom34iEP+XdIqz9Ba62PAICAG\nuJx00UqpXPa9kcg1jrhAaQaAp6dJRMC0wBPC1UnC7DgJCal3bHBXrrJ0c8S/sPUXM/Gw1ZMZe2y1\nehAQ6Ji4nCX6Inz4Eozt5exIMq5jf6hQA84chwXvO+QUaSXNi5Kut6VyESLncYVJgBZSoiFcUdw1\nZ0eQu8Rdgz71YGBT+O+Is6Oxj8tR0Lu2Q79Gt9mq2eb6gcehkJ9TQ3EJ8Vdh6admpb0DbpbqeXqa\nORUAcyeaVTbtLNWkWWv9aNJ1Wa116J0Xu0cihCtwhUmAFpI0C1dz4Qz0bQBz33V2JLlHvvxQrhpc\nj4cPhjg7mqzTGsY/DYd2msQmm1ZyS1FCwq1FMTJSmpGTBYZAl6R5CdOHOTeWzKjVHFp0g/g4+Pg1\nux/elsVNHlNKFb7t58JKqY52j0QIV+AKPZotJGkWruTUURjQxEx8WjXb/VYPc2eD34OCvrBpFWxc\n4exosmbxh7DhB/ApbCbTOXPuyJb/wbn/zJLM9zdzXhyupudQ8/e25X/w18/Ojibjnn8f8uaHn7+F\nbb/a9dC2tJwbrbW2LrOStD3arlEI4QounoOoc6a5fmaWULU3SZqFqziyB/o3NuUBVWrDZxsgXwFn\nR5V7FCkO/caY7Q+GmFE0d7RnM3z8utl+8ysz4dmZLBMA2/YxfX6F4VcEwt8w258Oc2gLN4cIKgW9\nhpvtKS/YtbuJLX8lKU2fdOJHQyEc5GhS54zy1V1j1nCpSiaOiCNmhTUhnGHfX/BsM4g8Dfc3h09+\nAf9izo4q93l8MJS/14z4r57j7Ggy7uZNGB0OCTfhiRehuZO/sL4UCeuXmWT5UTec9OZo3YaYpcBD\nKrjncu5PvWo+lB3ZA99/ZrfD2pI0b1NKTVFKlVdKVVBKfYBMBBQ5kSuVZoCpZQwONXV3siSxcBb/\nQMhbAJq0gw9+NF/biuzn6Qmvf2pWzOvQz9nRZJynJ4yebxYvGeQCNfFrFphFSeo/bOp4RXL5C8Li\n/TB2IRQo5OxoMi5vPhgyxWzPeMt8SLIDW5Lm54EbwNfAYiAO04ZOiJzFlTpnWEiJhnC2EmVg5u/w\nznc5sx+tO7mvsVnG2V1LCarXh7e/MT3onUnrW8tmt+vj3Fhcmbt3E2nWAeq1hJhL8Pmbdjlkuq88\nrXWs1voNrXWdpMswrbUbjtULkQ479mg+ffo0mzZt4ujRoyRmpR+pJM3CFRQvDZ5ezo5CCPs4sA2O\n/A2Fi0LT9s6ORjiKUvDSVMjjCctmwMEdWT5kWstoT026XpHCZXmWzyyEK9HabiPNp0+fZu/evVy7\ndo0jR46wbds2rl7NZKcBSZpFdtEa9m+FE4ecHYkQjmUZZW4d7vxRb+FYofeYFnpaw+TnszypMa2R\n5rlJ15OAySlchMg5zv0HVy6bCU5ZWOHpzJkz7N1rJhSWLFmSvHnzEh0dzebNmzl58iQ6oy/Y3Jw0\n37wBuzbBl+PgpTapz4B2Zp9Xd6c1HN4Fnw6HxyvA03Vh0QfOjkpkhKtOEk5MhJ0bnR3F3eKuwtqF\nZltKMzLm371mYRp303eUmZuxexOsXZT+/mlIa3GTbUopT2CA1nrdHZf1WTqrEK7GDpMAz5w5w549\n5jjlypXjnnvuoUGDBhQvXpzExEQOHjzIzp07iYvLQLsoS9J8/KDrLDvraEs+MUlyS3/RuLQQAAAg\nAElEQVTTF3jGSPjjx5RXp5r7Dgzr7L4tuJxp/1Z4oiqE14Q5E81ywkWKQ0CQsyMTttAavv0YOoU6\nZOWzLJv/PgxsBjNHOTuS5H5dagZIqtZzjUWs3MXCKdCjBkwf6uxIMq6QHzw30Wx//Bpcjc30odKs\nadZa3wRKK6XyZvoMQriDLJZmnD171jrCHBoaSrly5QDw8vKievXq3HvvvXh5eXHhwgU2b97MmTNn\nbDuwT2HT9if+GpxxwTdGR9jwg0mSr12BMlXg8UEw8TvzNdvtos7D/PfM/q+2c8+2SM4UWApOHjI9\nWR8bYFrJLf8P+o12dmTCFkrBrt/g/CmY+rKzo7nlzAmY2B8+S+qTe09d58ZzpxUyATBTGrYGjzym\nNtgVv0FIz6O94Z465vUyZ0KmD6PS+7pYKTUPqAIsByyFmVprPSXTZ80gpZTO8NfaQmTE2F6wei4M\n/Rw69s/QQ8+dO8fff/+N1pqyZctSvnx5VAp9nuPj49m3bx8XLlwAICgoiCpVquDllc4Eq8EPwdZf\nYMoqaNQmQ7G5nHP/mRWmtv4MLZ9I+fn8vhqiL0LtByCwZNrHO7wbhrSCi2fh3kbmd+RTOO3H5Can\nj8O6paamz9Pz7vv3boHK98skP3d17j/oVsV8YJy6Buq3cl4sCQnwwYvwwwxTMuLhAf3HQe/hzovp\nTv8dMWVIefPDqtPu3x0iu80cBbPGmsGMeTvB283GU/dshr4NTR37wr1QqkKKuyml0FqnuFiDLX1r\njgCrkvYtlHTxyWTIQrimTJZnnD9/3qaEGSBv3rzUrFmTKlWqkCdPHs6ePcvmzZutSXSqLCUaR920\nrnn/Vnj3WehSCdqXgnG94cd5sDGV+cSN2sAjPdJPmAEq1jCr0wWVgr9/h0EPmBHo3Oz8Kfh6KvRr\nBI+VNaOQ235Jed9q9SRhdmeBIdBnpNme/Dxcj3deLHnywLmTZi5Cqydh0T7XSpgBVn5lrh98XBLm\nzOg5DEpXguMHYJ4L9NrOqOoNoE0v86Euk9/O2JI079Naj9Zaj7FcADd99xYiBQkJcGyf2S5XzeaH\nRUZGsnv3brTWlClTJs2E2UIpRUhICPXr18fPz4/4+Hh27NjBgQMHSEhtQpu7TwY8edisyHTysFmi\nvHFbePED6DrEPscvXQk+/82sXBV1PneXaXz0GrQPMSN+f/9hRtQe6gq+Ac6OTDjKEy+akb8Th2Cx\nkydxDn4f5u82C2KUqezcWO6UkACrZpvtds84NRS3lTcfDJ1htr//zEyqdDfPTTTvQ7+tgN9/zPDD\nbSnP2KG1vj+92xxJyjOEQ504DF0rmdHKH07Y9JDIyEh27dqF1ppSpUpRqVKldBPmO2mtOX78OEeO\nHEFrTYECBahWrRp+fneMgGz9xZRo3NsIZm7K0Dmyxf6tpq44/hq8MOnu+y+eg+VfQJ0HoUqdlMsE\n7OHCGTPBp3QlxxzfHSyfBZMGQcNHoMUT0KStWdlL5Gxb/s98df7qx6bcxpEuR8HODWbhCHfy+4/w\nchsIKQ/fHjY14SJzls8yK4RmodOUUy2YZAYYSleCBX/f1XYwrfKMVJNmpdQjQBugG2YlQMsBfICq\nWut69oo/PZI0C4da9z0M7WQSjQ9Wp7v7hQsX2LVrF4mJiZlOmG8XExPDnj17uHLFjJCGhoYSGhqK\nh2XVr8jT0DYYfP1hzQXX+s9+ww/wekezna8A/C9K+p46Umy0+Z3HXIJuL9x9f9xVSLgpS13nRlo7\n9v+GK5dh8YewaIr5Nuebg1CynOPOZ2/Du8AvS2Dg265XNiKy143r8NS95tuZ59+Hp15NdndaSXNa\nQz6ngG1Ah6RrBWggBnjJLoEL4Qoy0Dnj4sWL1oQ5JCQkywkzgI+PD/Xr1+fIkSMcP36co0ePEhkZ\nSbVq1ShUqJBpA1bIz4zwXDwHRVykJdiVy/D+ILPduge06OZaCX1Oce2K+Srx/742XUWux5vJjp0G\n3v0BJV8B58QonM9Rr72rsbDkY9NC7vJFc1udh5xbP51RUefNh00PD1PTKnI3L2+zUuBLj8CsMfDw\nU6ZLlQ1STZq11ruAXUqppcAVrXUCgFIqD+BmUyaFSIONy2dHRUWxc+dOEhMTKVmyJJUrV85ywmzh\n4eFBxYoVKVq0KHv37iUmJoYtW7ZQvnx5SpcujSp7j5n5e2yf6yTNn46A8xFQrT68NdtMBHJFX70N\n9zeDmk2dHUnGxceZGuWYS+ZnpeD+5uYDSkICyBw+4WifjYBvppnt+5qYjhi1w5waUob9NN9MUGzU\nxrYJxiLna9jalJj8tgKmD4ORs216mC0TAdcC+W/7uQDwfxmPUAgXZcNIc1RUFDt27CAxMZHg4GCq\nVKlit4T5dv7+/jRo0IDg4GASExM5fPgw27dv52ZIRbODq3TQuHkD/tkFeTzNxBBXTZg3/ACfvwlD\nHobNa5wdTcblzQf3NYV7G5qRkeX/wafroPOzkC9/ug8XIsuefNl84Jy6xnSqcbeEWevbejPLBECH\nSEhwzQV20jNkihl1Xj3HDErZwJakOZ/W2rp8itY6BpM4C+H+rsebuialbnWpuMOlS5esI8wlSpTg\nnnvucUjCbOHp6UnVqlW577778Pb2JioqimPKJEja0uXD2Ty9YPo607WiYg1nR5O6xm3NIgbx18wC\nKL8udXZEGTdxCcz83dQwFwt2djTCHVw4axYYORdh+2NS695TooxJluu3cs/yq31/meWf/YuZibHC\nvi6cMSu3Phfmfp2LSlWA7q+Y7cnP27Tqri1J8xWlVG3LD0qpOsC1TIYohGs5cchMnAqpkOLIXXR0\nNDt27CAhIYHixYtTtWpVhybMtytWrBgNGjSgWLFixBYpBUDsnq1cv349W86fLg8PqF7f2VGkLU8e\nGDYTug0xo+MjuphFbFzNxXOpxyUTK0VGTXsFfpgJH72a/r43b5r+xV0qwoHtjo8tu6380ly3DpfX\nkiP4FYXrcXD6GHwx2snBZEKv4WYwYv/WWy0J02BL0vwi8K1S6jel1G/A18DzWYtSCBeRRmlGdHQ0\n27dvJyEhgaCgIKpVq5ZtCbOFt7c3NWrUoESjBwHwiviHzZs3c/58Ll/AIyM8PExf6GdGmpGEL8eZ\nWmFXcPMmfPuxaXk4rrf5j1uIrBow3pT2/G8xbPs15X0SEuDH+fDEPTC+D5w6ahLtnCTuKqxdZLZl\n2WzH8Ewq0fPwMH3CD+5wdkQZU6CQ6S8OMH3orfkjqUg3adZa/wVUBgYCzwJVtNbyP7vIGVKZBHj5\n8mXrCHNgYKBTEmYLpRRB99VHe+UlX8wFEi5HsWvXLvbt28fNmzedEpPbUQr6jYHXpsO0/5mEwtl2\n/w596pqvBWOjof7D4OPv7KhEThBc1oyggfn7unkj+f2Hd5mWW2PC4b9/zDdto+aZPs85ya/fmS4/\n1f6fvfMOb6s8+/D9SvLeM4ljZ5AEQkgCSQgJkEDYm1IKLZR+ZbTQQhltgbJaVlmlpYNN2XQwCh0U\nSqGMlBECzYAkkOUMj9iO95Zkjff747Vk2ZJHEskaee7rOpfOeHX0HI2j33nOMxbsUuMqYReZMR/O\nvsJciN198eChPrHK8efC7MNNlZUnbx9y6LCiWSmVAVwPXKW1XgtMUkpJYJCQGITwNLe3t5vkO7eb\n4uJiZs6c2VczOVpYrajeDlv7p5lqGzU1NSxfvpyWlpbRseGzD0z8WjzztUuNoIg2rz8LlxwOmz6D\nsRPgF38zNcJLp0TbMiFROO9a833a+oW5mxFIcSnUV8O4SXDTk/DCetO6PlYTeneXV30JgOJljjiX\n/Nw0CNuwss+7Hy8oBVc/YB7/8sCQQ0eiBJ4GeoDDepdrgDv3zEJBiBG29vc0d3R0sHr1atxuN0VF\nRbEhmH30JiqOtbdwyCGHkJWVhcPhYOXKlWzevHnwNtzhoK0ZbviauZVbsTFyr7O3cPgppi7oBTcZ\nwXLkGfGZZCXELimppuKKxQKtA8K5cgrgoXdNg5LTLopcl85oUlUOq/9rapcfd060rUl8MrLgusfM\n3Yrjz422NbvOfnPgjEtMjtMQjOSXMkVr/XWl1DkAWuuuaN2mFoSwYu+CHVtNJYiyaXR2drJq1Spc\nLheFhYXMmjUrdgQz9FX32L6ezMxM5s+fz7Zt29i2bRsVFRU0NjYyc+ZMsrKywv/aD/7E3Lqac0Ti\ntanW2sR+Hn326ImH3EJ4eYuUjRMiy+GnwEubQt/B2P/g0bdnNHntafN49NnSIXO0OOykaFuwZ3zv\nDtNEisHjmkfyD+FUSvnP7EqpKUActQIShEHY1lu+beJ0Oh1OVq5cicvloqCggNmzZ8eWYIZ+ohlM\niMaUKVP8DVG6urr49NNPycjIwGazDTolJSWFXG+xWELHba9+39Q5TUo2noREu2h++g74/c2w9K9w\n25/Cm2Hf0gAdLaEvNEQwC6PB3hjy43bDv54x8xKaIYyU3EITZvL24LUuRiKabwX+DZQqpf4MHA5c\nEA77BCGq9IZmuCdO93uY8/PzY1MwA0yeYR63929wkpOTw4IFC9i8eTPV1dV0dnaGePLwKKWCxbXX\nw353XEAK0Hz6pXRa0rHV1AQJ7tTU1Nh8z0bCwcfAn++Dd182LYPveWXP21F7PPC3x+Cxm0yS1RPL\nEy9eVBBilU/fgoYa89uLx06gQvT46vcZqkDcsKJZa/2WUmoVsLB31ZVa68bwWCcIUaS3ckZVcg49\nPT3k5+dz4IEHYo1VcVM2zcQn1mw1JdMCKkBYrVamT5/O5MmT6enpwe1243a7cblc/vnhJq/Xi8vl\nwuXqy7TP37yC5J0VdBWVsXrW8ehNm0KaZrFYyMrKIjs7m+zsbHJyckhLS4taxZFdYvZh8NB7cNXx\nsPzf8MMT4b7Xdv+W7tqP4Zc/gE29pZey8011jJz88NksCMLgBCYAxsM5KJGxd0FaRrStGDnDhOgp\nrXXoDaahSeBG3zdPA2ith62CrpR6CjgFqNdazxpkzP3ASUA3cIHWOqjIn1JKD2anIOwunsuPxbri\nHT477zY8h53CQQcdFLuC2cfZ+0LVZvjjGpga8ie123g8npBiWm36DE+Pg+5JM0MKcZfLhdMZHLFl\ns9n8Ito3pabGQKm3wdi2Hq48Dhp2wAnnwW1/3PV93H+N8VqDqYpx1W9gyVdH9MettUZrjdfr7Tcp\npUhKSsJqtcbHRYggRJOWBji1BLQX/lElXTSjyevPmkY79/4DDjw82taMGKUUWuuQJ9uhJPV99BfN\nAzlqBK/9NPAAELLVlVLqZGCq1nqaUmoB8Ah9Hm1BiBjd3d1YN32OFbBMm82seBDMYOKaqzabEI0w\ni2ar1YrVaiUlJaX/hjEnDPtcl8tFe3s7bW1ttLe3097eTk9PD83NzTQ3N/vHJScnk5OT009IJyUl\nhfU4dpvJ+8NjH8A934PL7wWMkHW5XDgcDpxOJy6XK6Sw9U3ZSVmMsdpoPOFCdp50EZ6kVLyrV/cb\nM9jzh3MM+MRzcnIySUlJI55EaAt7FW/8wVRAOPwUEczRpmoztDXBPZfAc6sToiPjoJ7msL2AUpOA\nf4byNCulHgXe01q/2Lu8AThSa71zwDjxNAthw2638/kH77Hw5lPwJKei327DlhwnP+aHroc//AK+\neyt895ZoWzMkDofDL6B9U6hmLGlpaf3COrKyskblAkZrjdvtxul04nA4/FPgstPpxOv1jnynXi9p\nrTux54/bLZuUUlgsln6TL2xml+wIYKTiOlCMx218urB3ozV8c6ZJ8r7nr+YujxA9nA741mwjni/5\nOVz002hbNCJ2y9OslPqJ1vre3vmztdZ/Cdh2l9b6xjDYNh6oCliuBkqBnaGHC8Ke4atrnFppag1b\npsxExYtghqAKGrFMamoqqampFBcXA0akdnd39xPRHR0d2O127HY7O3ean71SioyMjH7e6MzMzF0W\nch6PZ0gx7HA4RlTb2pfomJKS4heUSV1t6KxcLDbjyfWFThihe0CQ8A0lhkNtH8or7PF4/DHngVNP\nT0/I9b4wmoFx6iMhJSWF0tJSSktLY+dOgCAMxxefGsGcV2Q8zUJ0SUmF6x+DHxwNz9wBx3497kuW\nDhWecS5wb+/8jcBfArad1LsuHAz8lxCXshARfILZ4XBQ2mY626kp4Q1xiDijIZq3fhGRlrM+MZyR\nkcG4ccYT6/V66erq6hfa0dXVRWdnJ52dndTU1ADBiYbZ2dkopYJEcKAwHkmLcV84ik/gB877lm02\nG3i9UFdpOl79/ffw6I1w6d1w5vfD/j4NZavVat2luHCv19tPOA8lsAMnp9PJli1b2LZtGyUlJUyY\nMIH09D2sKCIIkea1p8zjSd9OiFCAhGDeUXDKBfD6M3DvZfDg29G2aI+IdhugHUBZwHJp77ogbr31\nVv/8kiVLWLJkSSTtEhIMp9PUYbbb7WRnZ1PmbjcbAtpnxwWTppvHyo2mrFm4wxiWv2mqR3z1+3Dd\nI+Hddwh8YjgrK4vx48cDxqPa0dHRzyPd3d1NW1sbbW1tu7RvnwgOJYZTU1Ox2WzDx/xqDb/7Md7X\nn6GnYDypFb31vVctHVXRvDtYLBaSk5NJ3oW7KVprmpubqayspKmpierqaqqrqykqKmLixInk5ORI\nnLQQe3S197VvltrMscWVvzIJ1pfeFW1LQrJ06VKWLl06orHRFs2vApcDLyilFgKtA+OZfQSKZkEY\nKR6Ph/b2dtavX4/dbicrK4s5c+ZgffpaM2BKnInmjGwoGm9OQLXbw9u4wNEN915q5sdNCt9+dxGr\n1Upubi65ubn+db5Ew8BJKRUkiAPnw5YE5/FAfTWWzjZSO9tw5BSx6eRLsS84ifzNmykoKCA/P3HK\nySmlKCgooKCggM7OTioqKqirq6OhoYGGhgays7OZOHEiRUVFEvssxA6P3wrdHaYus6+mvRAb5BTA\n/W9F24pBGeiIve222wYdO1TJOQ+mDBxAGmAP2JymtR5WcCulngeOBAoxccq3AEkAWuvHesc8CJwI\ndAEXhiplJ4mAwkjQWmO32/0eyba2Njo7O/1VCTIzM5k7dy7JSUlwQiG0N8M/d8RfhvUVx8H/3oZf\nvgqLTwvffn1JhlNnwzMrTHvxvQytNW1tbcHeVLcb79N30N7RwdYFZ9Di6PF/r3Jzczn44MRuSex0\nOqmqqmLHjh3++OjU1FQmTJhASUmJCWERhGixeQ1cMNfcFXrqfzB9brQtEuKYoRIBI149IxyIaBZC\n4Xa7/bGwvnjYnp6eoHGZmZnk5eUxefJkc5u6sdbU8czOgzeb4q/4/X1Xwl8egB/8Av7vJ+HZ5+bP\n4YJ5Jnb38Y9h5oLw7DdO6Onpoba2lh07dtDd3c2cOXMoKCgYdLzH46G1tZXm5mYyMjIoKQm+8Gpt\nbaWtrY28vDyysrISIqTB4/FQU1NDZWUldrvxo9hsNsaPH09ZWVls1+EWEhOvF75/BKz5CM66HK55\nINoWCXHO7tZpFoSYwVd5YaAXeSBJSUnk5OT4p+zs7GAvWG8nQPaZGX+CGSKTDPj4LSYM4awf7FWC\nubW1lcrKShoaGvye4+Tk5GGrTVitVn8Iw2DU1dVRXV0NmO9lXl4e+fn5FBYWxq24tFqtlJWVUVpa\nSkNDA5WVlbS2tlJRUUFlZSVjxoxhwoQJZGfvZjdFQdhV/vWcEcz5Y+B7P4+2NcKuoHXc/QeLaBZi\nErfb3U8gt7e3BwkZpRSZmZn9RPKIWjdvDRDN8UgkRPPNz8Jz98D5N4Rvn3FAZ2cn9fX1KKUoLCxk\n/PjxFBQUhCVWt7CwEI/HQ0tLCw6Hg/r6eurr65kxY0ZIz3Q8oZSiuLiY4uJi2traqKyspL6+nrq6\nOurq6sjLy2PixIkUFBQkhIddiFHamuGh3rttV/wKsnKHHi/EBm3N8OC1kFcMl90dbWt2CRHNeyk+\nz21PT4+/lFXgpJQatT87ny2tra20t7fT2tpKV1dX0DhfN7lAL/JuNcFIJNEcriv1zJy4O3ntClrr\nkN/nsWPH4nK5KCkpCe6EuIcUFhZSWFjoj7Vvbm6mpaVl0KTB6upqkpOTycvLC3ttZIfDwY4dO4JK\nzqWmpnLQQQcFjXc6naxZs4aysjLGjBkz5LkgJyeHWbNmYbfb/XHPLS0ttLS0kJ6ezsSJExk7dmx8\ndNwU4otHbzJts+ccCSeeF21rhJFSXQ6vPQ0WCxx3Dkw7MNoWjRiJad4LcLvddHZ20tHR0e9xqA5j\nvoYNoSaLxYLVasVms/VbHunkq2gR6EkeWFNXKUVWVlY/kZyamhoeIX/RAvjyU3jkvzDniD3f32ij\nNZxQAO0t8ZnIOIp0dXWxY8cOmpqaWLBgQcxWe/B6vfz3v//1N1vJysoiPz/fH9Ix0G6n08nWrVuD\nai+npqZyyCGHBO2/s7OT5cuXB61PT0/nsMMOC1q/detWtm7dCpiOjRMnTqSkpGRE75/b7WbHjh1U\nVlbidDoBE57iC+vYlfJ3gjAoX/4PvrMALFb4w2cRqS0fbbxeLz09Pf7feOAjEFQxaEQlNGMFX27O\njPkmjyaGLqolEXAvQWuNw+EIEse+hJ2B+H5sXq8Xj8fTbxrt9zslJaWfQI5YK2WvF47JBnsXvNlo\nSuHEIxcfDmuXwQNvw/xjom1NTOHxeNi5cyc1NTW0trb61x944IEUFRVF0bLB8Xg8VFRU0NLSQmtr\nq//3Z7FYWLJkSZBYtdvtfPTRR0H7SUlJYfHixUHr3W43lZWVIdtmh4qv9ng81NbWUlFR4T9/JCcn\nM2PGDAoLC0d0TF6vl/r6eioqKujo6PAfz7hx45gwYQIZGRkj2o8gBOHxwHcXwvoVcN61cMW9wz8n\nBvB4PIOK4FDrRtKxNBCLxRKy/OZAYR0TdHXAuTOgvhp+9Dv4xpXRtsiPiOYExOPx0NXVFSSQQ3VB\n88X+ZmZmkpWV5X8c6hZwKCEdrkkpRXZ2dpAXeVSo2QZn7gOF4+C1mtF5zUhw53fhn0/C1Q/A2Zfv\n+vMd3WC1JWTXrM8//5yGhgbAJK6NHTuWkpISfxfBWCewMofX62W//fYLOaampsYvfAOncF5s+oTv\n9u3b6ezsZOHChWRmZu7SPrTWtLS0UFlZSWNjo399YWEhEyZMIC8vLy4+FyGGeOUR+OVlUFwKL6yH\n9F37ToYTp9OJ3W4fkQge6u5uKJRS/gtc32/d9+h7bV8HVIfDMSKR7esqOpS4HrVQqvf/AT85w3x+\nz39pOq7GAFI9I85xOp1B4ri7uzukNzgpKcnfYc0njtPT03f5trTFYsFisYQ9ttJnc9T+JLfEeTyz\njz1NBnzoelj5rkkAnD4vfHbFAGPHjqWnp4eSkhLGjBkTO56VETKSyhy+KhaRxmKxMHbsWMaMGUN7\ne/suC2Ywv/X8/Hzy8/Pp6uqisrKS2tpaGhsbaWxsJCsri4kTJ1JcXByz4TNCDNFcb9rYA/zwN6Mq\nmEM1WfKFII0E339qKBEc+Oib39VwC7fb7RfQgYI6cN7ncAuVN+QjKSkpZBdVn6YIG0d8BY76GuQW\nQXoY9xtB4uvfJMHxer10d3cHCeRQtYcBMjIygrzHycnJMe21ibpt8Z4E6MPX8Wp3RPMXn8LLD5ok\nDGt8nQJ8IUhdXV04nU5/6+1AiouLGTNmTBSsS1yUUuTk5ITc1tXVxfbt25k4ceKwojojI4P999+f\nKVOmUF1dTVVVFR0dHaxbt46kpCTS0tJISUkZdIqrmE0hMjx0HXS0woLjjeCKEG63m46Ojn4COVSo\no9VqJSMjY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rIyxo0bl/CZ6IIwUpxOJ21tbeTm5oZsuLJy5UpaW1vJzMz0N9DY3bAOr9eL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\nPn7DCOXlb0JXe//teUWhRXHpVMjJj47Ng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       "text": [
        "<matplotlib.figure.Figure at 0x10926a750>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print 'Total Daily Usage'\n",
      "print 'Weekday @ Old Apartment in March:',round(sum(weekday_oldapt_march.ix['USAGE']),1)\n",
      "print 'Weekend @ Old Apartment in March:',round(sum(weekend_oldapt_march.ix['USAGE']),1)\n",
      "print 'Weekday @ New Apartment in June:',round(sum(weekday_newapt_june.ix['USAGE']),1)\n",
      "print 'Weekend @ New Apartment in June:',round(sum(weekend_newapt_june.ix['USAGE']),1)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Total Daily Usage\n",
        "Weekday @ Old Apartment in March: 22.0\n",
        "Weekend @ Old Apartment in March: 18.0\n",
        "Weekday @ New Apartment in June: 19.8\n",
        "Weekend @ New Apartment in June: 24.5\n"
       ]
      }
     ],
     "prompt_number": 209
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "array = pd.DataFrame(np.zeros([len(new_apt_and_weather['USAGE'].resample('d',how='sum')),24]),index=new_apt_and_weather['USAGE'].resample('d',how='sum').index)\n",
      "\n",
      "for i in range(0,24):\n",
      "    array[i] = np.array(new_apt_and_weather['USAGE'][new_apt.index.hour==i])\n",
      "\n",
      "array\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
        "      <th>3</th>\n",
        "      <th>4</th>\n",
        "      <th>5</th>\n",
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
        "      <th>14</th>\n",
        "      <th>15</th>\n",
        "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th>19</th>\n",
        "      <th>20</th>\n",
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>timestamp</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2014-05-24</th>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.05</td>\n",
        "      <td> 0.06</td>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.04</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.06</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 1.48</td>\n",
        "      <td> 0.05</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.05</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-25</th>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.42</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.39</td>\n",
        "      <td> 0.47</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 2.79</td>\n",
        "      <td> 2.52</td>\n",
        "      <td> 3.44</td>\n",
        "      <td> 2.60</td>\n",
        "      <td> 2.15</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-26</th>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 3.13</td>\n",
        "      <td> 0.84</td>\n",
        "      <td> 1.10</td>\n",
        "      <td> 1.94</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-27</th>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 1.04</td>\n",
        "      <td> 1.29</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 2.18</td>\n",
        "      <td> 3.34</td>\n",
        "      <td> 3.44</td>\n",
        "      <td> 5.36</td>\n",
        "      <td> 1.60</td>\n",
        "      <td> 1.89</td>\n",
        "      <td> 2.18</td>\n",
        "      <td> 1.69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-28</th>\n",
        "      <td> 1.53</td>\n",
        "      <td> 1.44</td>\n",
        "      <td> 1.29</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 2.43</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 2.10</td>\n",
        "      <td> 2.20</td>\n",
        "      <td> 2.69</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-29</th>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 2.20</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 1.02</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-30</th>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 1.22</td>\n",
        "      <td> 1.90</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.46</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 1.69</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-31</th>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 1.97</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.44</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 1.31</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.59</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-01</th>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.21</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.39</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 1.78</td>\n",
        "      <td> 1.47</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.46</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-02</th>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 2.16</td>\n",
        "      <td> 1.37</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 1.04</td>\n",
        "      <td> 2.48</td>\n",
        "      <td> 1.44</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-03</th>\n",
        "      <td> 1.04</td>\n",
        "      <td> 0.69</td>\n",
        "      <td> 0.96</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 2.22</td>\n",
        "      <td> 2.17</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.72</td>\n",
        "      <td> 0.75</td>\n",
        "      <td> 1.50</td>\n",
        "      <td> 2.16</td>\n",
        "      <td> 1.51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-04</th>\n",
        "      <td> 1.12</td>\n",
        "      <td> 0.82</td>\n",
        "      <td> 0.68</td>\n",
        "      <td> 0.81</td>\n",
        "      <td> 0.72</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 2.15</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.62</td>\n",
        "      <td> 1.01</td>\n",
        "      <td> 0.99</td>\n",
        "      <td> 2.20</td>\n",
        "      <td> 1.62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-05</th>\n",
        "      <td> 1.22</td>\n",
        "      <td> 0.99</td>\n",
        "      <td> 0.82</td>\n",
        "      <td> 0.78</td>\n",
        "      <td> 1.18</td>\n",
        "      <td> 0.59</td>\n",
        "      <td> 1.86</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.46</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.85</td>\n",
        "      <td> 1.55</td>\n",
        "      <td> 0.92</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-06</th>\n",
        "      <td> 0.78</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 1.39</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.80</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.56</td>\n",
        "      <td> 0.87</td>\n",
        "      <td> 1.00</td>\n",
        "      <td> 0.89</td>\n",
        "      <td> 0.56</td>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.84</td>\n",
        "      <td> 0.53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-07</th>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 1.13</td>\n",
        "      <td> 3.28</td>\n",
        "      <td> 4.23</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.21</td>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.81</td>\n",
        "      <td> 1.18</td>\n",
        "      <td> 2.22</td>\n",
        "      <td> 3.46</td>\n",
        "      <td> 2.46</td>\n",
        "      <td> 1.08</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.64</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-08</th>\n",
        "      <td> 0.64</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 1.00</td>\n",
        "      <td> 1.40</td>\n",
        "      <td> 1.08</td>\n",
        "      <td> 0.89</td>\n",
        "      <td> 1.00</td>\n",
        "      <td> 0.73</td>\n",
        "      <td> 1.87</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 1.74</td>\n",
        "      <td> 1.08</td>\n",
        "      <td> 1.59</td>\n",
        "      <td> 3.12</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 2.10</td>\n",
        "      <td> 1.38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-09</th>\n",
        "      <td> 1.28</td>\n",
        "      <td> 0.81</td>\n",
        "      <td> 0.72</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.75</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 1.45</td>\n",
        "      <td> 1.40</td>\n",
        "      <td> 1.36</td>\n",
        "      <td> 1.87</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.08</td>\n",
        "      <td> 1.06</td>\n",
        "      <td> 1.84</td>\n",
        "      <td> 2.34</td>\n",
        "      <td> 3.32</td>\n",
        "      <td> 2.22</td>\n",
        "      <td> 2.40</td>\n",
        "      <td> 1.34</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.55</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-10</th>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.92</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 2.13</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.46</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 1.26</td>\n",
        "      <td> 3.51</td>\n",
        "      <td> 2.33</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 1.03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-11</th>\n",
        "      <td> 0.88</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.59</td>\n",
        "      <td> 0.81</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 1.98</td>\n",
        "      <td> 2.38</td>\n",
        "      <td> 0.56</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 2.37</td>\n",
        "      <td> 2.36</td>\n",
        "      <td> 3.73</td>\n",
        "      <td> 2.63</td>\n",
        "      <td> 1.67</td>\n",
        "      <td> 1.40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-12</th>\n",
        "      <td> 1.22</td>\n",
        "      <td> 1.38</td>\n",
        "      <td> 0.94</td>\n",
        "      <td> 0.88</td>\n",
        "      <td> 0.88</td>\n",
        "      <td> 0.84</td>\n",
        "      <td> 1.11</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-13</th>\n",
        "      <td> 0.08</td>\n",
        "      <td> 1.73</td>\n",
        "      <td> 2.08</td>\n",
        "      <td> 1.46</td>\n",
        "      <td> 1.77</td>\n",
        "      <td> 1.14</td>\n",
        "      <td> 2.26</td>\n",
        "      <td> 1.01</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 0.92</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.75</td>\n",
        "      <td> 2.77</td>\n",
        "      <td> 2.60</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 3.38</td>\n",
        "      <td> 1.56</td>\n",
        "      <td> 0.95</td>\n",
        "      <td> 1.07</td>\n",
        "      <td> 1.05</td>\n",
        "      <td> 0.52</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-14</th>\n",
        "      <td> 0.78</td>\n",
        "      <td> 0.93</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 1.00</td>\n",
        "      <td> 1.45</td>\n",
        "      <td> 0.17</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.96</td>\n",
        "      <td> 3.15</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.18</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 1.46</td>\n",
        "      <td> 0.69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-15</th>\n",
        "      <td> 0.79</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.49</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.12</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.62</td>\n",
        "      <td> 1.80</td>\n",
        "      <td> 2.91</td>\n",
        "      <td> 3.52</td>\n",
        "      <td> 3.11</td>\n",
        "      <td> 3.09</td>\n",
        "      <td> 0.98</td>\n",
        "      <td> 0.95</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-16</th>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 2.24</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.45</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.77</td>\n",
        "      <td> 2.92</td>\n",
        "      <td> 1.73</td>\n",
        "      <td> 1.31</td>\n",
        "      <td> 1.10</td>\n",
        "      <td> 1.32</td>\n",
        "      <td> 0.85</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-17</th>\n",
        "      <td> 0.81</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 1.81</td>\n",
        "      <td> 1.10</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 1.61</td>\n",
        "      <td> 3.56</td>\n",
        "      <td> 4.91</td>\n",
        "      <td> 2.70</td>\n",
        "      <td> 1.78</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-18</th>\n",
        "      <td> 1.27</td>\n",
        "      <td> 1.42</td>\n",
        "      <td> 0.73</td>\n",
        "      <td> 0.95</td>\n",
        "      <td> 0.80</td>\n",
        "      <td> 0.79</td>\n",
        "      <td> 3.71</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.45</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 3.43</td>\n",
        "      <td> 3.48</td>\n",
        "      <td> 3.91</td>\n",
        "      <td> 2.52</td>\n",
        "      <td> 1.85</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-19</th>\n",
        "      <td> 1.46</td>\n",
        "      <td> 1.32</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 1.44</td>\n",
        "      <td> 1.03</td>\n",
        "      <td> 1.06</td>\n",
        "      <td> 2.23</td>\n",
        "      <td> 1.62</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 1.72</td>\n",
        "      <td> 2.73</td>\n",
        "      <td> 2.80</td>\n",
        "      <td> 2.84</td>\n",
        "      <td> 1.48</td>\n",
        "      <td> 1.37</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-20</th>\n",
        "      <td> 1.10</td>\n",
        "      <td> 0.85</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 0.81</td>\n",
        "      <td> 0.55</td>\n",
        "      <td> 0.72</td>\n",
        "      <td> 2.75</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.49</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-21</th>\n",
        "      <td> 2.07</td>\n",
        "      <td> 1.33</td>\n",
        "      <td> 1.03</td>\n",
        "      <td> 0.86</td>\n",
        "      <td> 0.85</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.57</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.94</td>\n",
        "      <td> 1.54</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-06-22</th>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 1.05</td>\n",
        "      <td> 0.93</td>\n",
        "      <td>...</td>\n",
        "      <td> 3.29</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 1.04</td>\n",
        "      <td> 1.04</td>\n",
        "      <td> 1.43</td>\n",
        "      <td> 1.15</td>\n",
        "      <td> 4.67</td>\n",
        "      <td> 2.48</td>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.56</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-02</th>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.59</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 3.38</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.39</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.41</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 0.26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-03</th>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.62</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 1.05</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 3.11</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.37</td>\n",
        "      <td> 1.01</td>\n",
        "      <td> 0.92</td>\n",
        "      <td> 1.14</td>\n",
        "      <td> 1.02</td>\n",
        "      <td> 2.48</td>\n",
        "      <td> 1.54</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.67</td>\n",
        "      <td> 0.31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-04</th>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.55</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.89</td>\n",
        "      <td>...</td>\n",
        "      <td> 3.28</td>\n",
        "      <td> 4.68</td>\n",
        "      <td> 1.96</td>\n",
        "      <td> 0.98</td>\n",
        "      <td> 1.88</td>\n",
        "      <td> 1.88</td>\n",
        "      <td> 1.12</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.17</td>\n",
        "      <td> 0.35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-05</th>\n",
        "      <td> 0.42</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 3.12</td>\n",
        "      <td> 2.20</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.46</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 1.29</td>\n",
        "      <td> 1.16</td>\n",
        "      <td> 2.09</td>\n",
        "      <td> 2.87</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 1.66</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-06</th>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 4.26</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.08</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.17</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 1.83</td>\n",
        "      <td> 1.66</td>\n",
        "      <td> 1.16</td>\n",
        "      <td> 1.62</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.73</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-07</th>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 2.18</td>\n",
        "      <td> 2.62</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.07</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.87</td>\n",
        "      <td> 0.55</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-08</th>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.85</td>\n",
        "      <td> 0.49</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.87</td>\n",
        "      <td> 4.89</td>\n",
        "      <td> 1.33</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.17</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.65</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 2.12</td>\n",
        "      <td> 1.31</td>\n",
        "      <td> 1.63</td>\n",
        "      <td> 0.82</td>\n",
        "      <td> 0.44</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-09</th>\n",
        "      <td> 0.39</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 1.02</td>\n",
        "      <td> 2.35</td>\n",
        "      <td> 2.47</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.45</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 0.49</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.36</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-10</th>\n",
        "      <td> 0.92</td>\n",
        "      <td> 0.44</td>\n",
        "      <td> 0.39</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.42</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.85</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.56</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.03</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.99</td>\n",
        "      <td> 0.68</td>\n",
        "      <td> 0.82</td>\n",
        "      <td> 2.56</td>\n",
        "      <td> 1.82</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.37</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-11</th>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.39</td>\n",
        "      <td> 0.69</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.98</td>\n",
        "      <td> 0.50</td>\n",
        "      <td>...</td>\n",
        "      <td> 3.38</td>\n",
        "      <td> 0.91</td>\n",
        "      <td> 1.73</td>\n",
        "      <td> 1.56</td>\n",
        "      <td> 2.94</td>\n",
        "      <td> 3.27</td>\n",
        "      <td> 3.86</td>\n",
        "      <td> 1.71</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-12</th>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 3.70</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.41</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 1.28</td>\n",
        "      <td> 1.28</td>\n",
        "      <td> 1.89</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.67</td>\n",
        "      <td> 0.29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-13</th>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 4.68</td>\n",
        "      <td> 0.97</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 1.56</td>\n",
        "      <td> 2.35</td>\n",
        "      <td> 1.42</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-14</th>\n",
        "      <td> 1.38</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 3.46</td>\n",
        "      <td> 2.38</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.47</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.18</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.17</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 1.38</td>\n",
        "      <td> 2.44</td>\n",
        "      <td> 2.52</td>\n",
        "      <td> 0.98</td>\n",
        "      <td> 0.36</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-15</th>\n",
        "      <td> 0.69</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 3.64</td>\n",
        "      <td> 2.41</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.41</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 1.41</td>\n",
        "      <td> 0.78</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 1.55</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-16</th>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 3.14</td>\n",
        "      <td> 0.80</td>\n",
        "      <td> 3.32</td>\n",
        "      <td> 0.37</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.78</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.49</td>\n",
        "      <td> 0.43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-17</th>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.33</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.73</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.86</td>\n",
        "      <td> 0.87</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.52</td>\n",
        "      <td> 3.71</td>\n",
        "      <td> 2.59</td>\n",
        "      <td> 2.07</td>\n",
        "      <td> 3.33</td>\n",
        "      <td> 2.13</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 1.07</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.66</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-18</th>\n",
        "      <td> 0.37</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 1.40</td>\n",
        "      <td> 3.21</td>\n",
        "      <td>...</td>\n",
        "      <td> 1.03</td>\n",
        "      <td> 1.32</td>\n",
        "      <td> 2.00</td>\n",
        "      <td> 2.14</td>\n",
        "      <td> 1.97</td>\n",
        "      <td> 0.95</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 3.48</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 0.28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-19</th>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.91</td>\n",
        "      <td> 4.81</td>\n",
        "      <td> 1.01</td>\n",
        "      <td> 0.13</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.22</td>\n",
        "      <td> 0.78</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 1.38</td>\n",
        "      <td> 0.36</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-20</th>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.62</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 5.26</td>\n",
        "      <td> 0.86</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.07</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 1.28</td>\n",
        "      <td> 3.48</td>\n",
        "      <td> 2.76</td>\n",
        "      <td> 0.71</td>\n",
        "      <td> 0.28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-21</th>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.63</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.65</td>\n",
        "      <td> 2.90</td>\n",
        "      <td> 1.56</td>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 0.19</td>\n",
        "      <td> 1.17</td>\n",
        "      <td> 2.59</td>\n",
        "      <td> 1.19</td>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-22</th>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 2.01</td>\n",
        "      <td> 4.00</td>\n",
        "      <td> 0.14</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 0.15</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.46</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.86</td>\n",
        "      <td> 0.98</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.32</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-23</th>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.70</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 4.29</td>\n",
        "      <td> 2.01</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 0.09</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.45</td>\n",
        "      <td> 0.11</td>\n",
        "      <td> 0.10</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.70</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-24</th>\n",
        "      <td> 0.48</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.91</td>\n",
        "      <td> 0.83</td>\n",
        "      <td>...</td>\n",
        "      <td> 2.67</td>\n",
        "      <td> 4.54</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 4.58</td>\n",
        "      <td> 4.09</td>\n",
        "      <td> 1.21</td>\n",
        "      <td> 0.99</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 0.61</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-25</th>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.59</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 2.46</td>\n",
        "      <td> 0.25</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.51</td>\n",
        "      <td> 1.06</td>\n",
        "      <td> 3.55</td>\n",
        "      <td> 3.31</td>\n",
        "      <td> 1.32</td>\n",
        "      <td> 2.88</td>\n",
        "      <td> 0.25</td>\n",
        "      <td> 0.67</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-26</th>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.24</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.99</td>\n",
        "      <td> 0.26</td>\n",
        "      <td> 0.61</td>\n",
        "      <td> 0.30</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.66</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.27</td>\n",
        "      <td> 0.58</td>\n",
        "      <td> 0.55</td>\n",
        "      <td> 0.92</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.32</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-27</th>\n",
        "      <td> 0.30</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 1.46</td>\n",
        "      <td> 2.85</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.45</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 0.18</td>\n",
        "      <td> 0.20</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.83</td>\n",
        "      <td> 0.87</td>\n",
        "      <td> 1.11</td>\n",
        "      <td> 0.75</td>\n",
        "      <td> 0.47</td>\n",
        "      <td> 0.40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-28</th>\n",
        "      <td> 0.42</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.67</td>\n",
        "      <td> 3.01</td>\n",
        "      <td> 0.54</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.47</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.21</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 0.23</td>\n",
        "      <td> 1.00</td>\n",
        "      <td> 0.90</td>\n",
        "      <td> 1.27</td>\n",
        "      <td> 1.70</td>\n",
        "      <td> 0.60</td>\n",
        "      <td> 0.44</td>\n",
        "      <td> 0.43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-29</th>\n",
        "      <td> 0.38</td>\n",
        "      <td> 0.34</td>\n",
        "      <td> 0.74</td>\n",
        "      <td> 0.35</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.37</td>\n",
        "      <td> 3.42</td>\n",
        "      <td> 2.44</td>\n",
        "      <td> 0.09</td>\n",
        "      <td> 0.44</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.15</td>\n",
        "      <td> 0.13</td>\n",
        "      <td> 0.32</td>\n",
        "      <td> 0.36</td>\n",
        "      <td> 0.16</td>\n",
        "      <td> 2.32</td>\n",
        "      <td> 2.10</td>\n",
        "      <td> 3.10</td>\n",
        "      <td> 1.91</td>\n",
        "      <td> 0.34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-30</th>\n",
        "      <td> 0.31</td>\n",
        "      <td> 0.53</td>\n",
        "      <td> 0.41</td>\n",
        "      <td> 0.28</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 0.29</td>\n",
        "      <td> 3.69</td>\n",
        "      <td> 3.08</td>\n",
        "      <td> 0.08</td>\n",
        "      <td> 0.50</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.12</td>\n",
        "      <td> 0.18</td>\n",
        "      <td> 0.56</td>\n",
        "      <td> 0.18</td>\n",
        "      <td> 0.76</td>\n",
        "      <td> 1.24</td>\n",
        "      <td> 0.87</td>\n",
        "      <td> 0.84</td>\n",
        "      <td> 0.94</td>\n",
        "      <td> 0.50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2015-01-31</th>\n",
        "      <td> 0.44</td>\n",
        "      <td> 0.44</td>\n",
        "      <td> 0.42</td>\n",
        "      <td> 0.44</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.43</td>\n",
        "      <td> 4.06</td>\n",
        "      <td> 3.02</td>\n",
        "      <td> 1.83</td>\n",
        "      <td> 1.19</td>\n",
        "      <td>...</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 1.21</td>\n",
        "      <td> 0.64</td>\n",
        "      <td> 1.55</td>\n",
        "      <td> 1.22</td>\n",
        "      <td> 1.12</td>\n",
        "      <td> 0.52</td>\n",
        "      <td> 0.50</td>\n",
        "      <td> 0.40</td>\n",
        "      <td> 0.65</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>253 rows \u00d7 24 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "              0     1     2     3     4     5     6     7     8     9   ...   \\\n",
        "timestamp                                                               ...    \n",
        "2014-05-24  0.04  0.07  0.04  0.04  0.05  0.06  0.04  0.04  0.45  0.06  ...    \n",
        "2014-05-25  0.09  0.07  0.42  0.07  0.09  0.07  0.13  0.31  0.39  0.47  ...    \n",
        "2014-05-26  0.15  0.13  0.12  0.14  0.13  0.71  3.13  0.84  1.10  1.94  ...    \n",
        "2014-05-27  0.08  0.08  0.08  0.08  0.08  0.09  1.04  1.29  0.23  0.09  ...    \n",
        "2014-05-28  1.53  1.44  1.29  0.52  0.10  0.12  2.43  0.10  0.50  0.08  ...    \n",
        "2014-05-29  0.47  0.10  0.10  0.10  0.10  0.11  2.20  0.14  0.09  0.08  ...    \n",
        "2014-05-30  0.09  0.09  0.09  0.08  0.08  0.53  1.22  1.90  0.08  0.46  ...    \n",
        "2014-05-31  0.08  0.08  0.43  0.09  0.09  0.08  0.09  0.15  0.54  1.97  ...    \n",
        "2014-06-01  0.12  0.12  0.10  0.10  0.11  0.10  0.10  0.12  0.57  0.21  ...    \n",
        "2014-06-02  0.11  0.11  0.10  0.11  0.10  0.10  2.16  1.37  0.54  0.08  ...    \n",
        "2014-06-03  1.04  0.69  0.96  0.54  0.30  0.51  2.22  2.17  0.08  0.08  ...    \n",
        "2014-06-04  1.12  0.82  0.68  0.81  0.72  0.61  2.15  0.08  0.48  0.08  ...    \n",
        "2014-06-05  1.22  0.99  0.82  0.78  1.18  0.59  1.86  0.08  0.08  0.46  ...    \n",
        "2014-06-06  0.78  0.51  0.28  0.43  0.26  0.27  1.39  0.27  0.24  0.80  ...    \n",
        "2014-06-07  0.28  0.28  0.48  0.26  0.24  0.24  0.25  1.13  3.28  4.23  ...    \n",
        "2014-06-08  0.64  0.54  0.36  1.00  1.40  1.08  0.89  1.00  0.73  1.87  ...    \n",
        "2014-06-09  1.28  0.81  0.72  0.57  0.75  0.74  1.45  1.40  1.36  1.87  ...    \n",
        "2014-06-10  0.54  0.92  0.38  0.58  0.70  0.58  2.13  0.10  0.09  0.46  ...    \n",
        "2014-06-11  0.88  0.71  0.59  0.81  0.66  1.98  2.38  0.56  0.08  0.08  ...    \n",
        "2014-06-12  1.22  1.38  0.94  0.88  0.88  0.84  1.11  0.08  0.08  0.08  ...    \n",
        "2014-06-13  0.08  1.73  2.08  1.46  1.77  1.14  2.26  1.01  0.74  0.92  ...    \n",
        "2014-06-14  0.78  0.93  0.50  0.52  0.53  0.51  0.45  1.00  1.45  0.17  ...    \n",
        "2014-06-15  0.79  0.32  0.30  0.27  0.12  0.28  0.32  0.49  0.25  0.12  ...    \n",
        "2014-06-16  0.45  0.11  0.29  0.11  0.11  0.28  2.24  0.09  0.09  0.45  ...    \n",
        "2014-06-17  0.81  0.57  0.57  0.57  0.38  0.60  1.81  1.10  0.08  0.08  ...    \n",
        "2014-06-18  1.27  1.42  0.73  0.95  0.80  0.79  3.71  0.13  0.08  0.45  ...    \n",
        "2014-06-19  1.46  1.32  1.19  1.44  1.03  1.06  2.23  1.62  0.08  0.08  ...    \n",
        "2014-06-20  1.10  0.85  0.74  0.81  0.55  0.72  2.75  0.16  0.08  0.08  ...    \n",
        "2014-06-21  2.07  1.33  1.03  0.86  0.85  0.57  0.57  0.52  0.94  1.54  ...    \n",
        "2014-06-22  0.09  0.47  0.09  0.08  0.09  0.08  0.23  0.27  1.05  0.93  ...    \n",
        "...          ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  ...    \n",
        "2015-01-02  0.25  0.25  0.25  0.59  0.26  0.28  3.38  0.12  0.50  0.08  ...    \n",
        "2015-01-03  0.27  0.28  0.28  0.26  0.26  0.62  0.26  1.05  0.37  3.11  ...    \n",
        "2015-01-04  0.26  0.23  0.26  0.55  0.23  0.22  0.22  0.21  0.22  0.89  ...    \n",
        "2015-01-05  0.42  0.21  0.22  0.26  0.24  0.61  3.12  2.20  0.10  0.46  ...    \n",
        "2015-01-06  0.37  0.71  0.37  0.35  0.34  0.70  4.26  0.48  0.46  0.08  ...    \n",
        "2015-01-07  0.36  0.38  0.38  0.66  0.35  0.35  2.18  2.62  0.48  0.07  ...    \n",
        "2015-01-08  0.50  0.50  0.85  0.49  0.48  0.87  4.89  1.33  0.50  0.17  ...    \n",
        "2015-01-09  0.39  0.70  0.38  0.38  0.38  1.02  2.35  2.47  0.22  0.45  ...    \n",
        "2015-01-10  0.92  0.44  0.39  0.38  0.37  0.42  0.40  0.85  0.40  0.56  ...    \n",
        "2015-01-11  0.36  0.39  0.69  0.37  0.38  0.38  0.40  0.70  0.98  0.50  ...    \n",
        "2015-01-12  0.63  0.27  0.30  0.30  0.61  0.29  3.70  0.66  0.47  0.09  ...    \n",
        "2015-01-13  0.25  0.31  0.60  0.29  0.30  0.54  4.68  0.97  0.48  0.09  ...    \n",
        "2015-01-14  1.38  0.35  0.70  0.33  0.32  0.33  3.46  2.38  0.09  0.47  ...    \n",
        "2015-01-15  0.69  0.36  0.33  0.36  0.66  0.34  3.64  2.41  0.09  0.41  ...    \n",
        "2015-01-16  0.40  0.71  0.29  0.31  0.31  0.64  3.14  0.80  3.32  0.37  ...    \n",
        "2015-01-17  0.27  0.30  0.32  0.28  0.33  0.28  0.73  0.31  0.86  0.87  ...    \n",
        "2015-01-18  0.37  0.32  0.34  0.64  0.21  0.14  0.25  0.25  1.40  3.21  ...    \n",
        "2015-01-19  0.27  0.58  0.25  0.28  0.24  0.26  0.91  4.81  1.01  0.13  ...    \n",
        "2015-01-20  0.71  0.28  0.28  0.31  0.62  0.31  5.26  0.86  0.52  0.09  ...    \n",
        "2015-01-21  0.26  0.63  0.26  0.26  0.28  0.65  2.90  1.56  0.48  0.09  ...    \n",
        "2015-01-22  0.34  0.66  0.31  0.32  0.31  2.01  4.00  0.14  0.64  0.15  ...    \n",
        "2015-01-23  0.29  0.29  0.30  0.31  0.70  0.37  4.29  2.01  0.51  0.09  ...    \n",
        "2015-01-24  0.48  0.36  0.32  0.31  0.31  0.31  0.30  0.28  0.91  0.83  ...    \n",
        "2015-01-25  0.29  0.26  0.28  0.28  0.59  0.28  0.27  0.51  2.46  0.25  ...    \n",
        "2015-01-26  0.38  0.60  0.26  0.24  0.24  0.26  0.99  0.26  0.61  0.30  ...    \n",
        "2015-01-27  0.30  0.34  0.32  0.31  0.32  1.46  2.85  0.52  0.09  0.45  ...    \n",
        "2015-01-28  0.42  0.74  0.40  0.40  0.40  0.67  3.01  0.54  0.09  0.47  ...    \n",
        "2015-01-29  0.38  0.34  0.74  0.35  0.36  0.37  3.42  2.44  0.09  0.44  ...    \n",
        "2015-01-30  0.31  0.53  0.41  0.28  0.29  0.29  3.69  3.08  0.08  0.50  ...    \n",
        "2015-01-31  0.44  0.44  0.42  0.44  0.40  0.43  4.06  3.02  1.83  1.19  ...    \n",
        "\n",
        "              14    15    16    17    18    19    20    21    22    23  \n",
        "timestamp                                                               \n",
        "2014-05-24  0.27  0.46  0.21  0.13  1.48  0.05  0.47  0.05  0.36  0.07  \n",
        "2014-05-25  0.11  0.12  0.37  2.79  2.52  3.44  2.60  2.15  0.34  0.13  \n",
        "2014-05-26  0.20  0.28  0.13  0.10  0.46  0.09  0.26  0.34  0.10  0.08  \n",
        "2014-05-27  0.09  0.09  2.18  3.34  3.44  5.36  1.60  1.89  2.18  1.69  \n",
        "2014-05-28  0.45  0.09  0.08  0.09  0.38  2.10  2.20  2.69  0.38  0.11  \n",
        "2014-05-29  0.08  0.08  0.08  0.08  0.47  0.60  1.02  0.53  0.25  0.10  \n",
        "2014-05-30  0.08  0.08  0.08  0.63  0.40  1.69  0.08  0.10  0.08  0.08  \n",
        "2014-05-31  0.21  0.38  0.35  0.44  1.19  1.31  0.09  0.10  0.10  0.59  \n",
        "2014-06-01  0.60  0.37  0.31  0.39  0.36  0.32  1.78  1.47  0.13  0.46  \n",
        "2014-06-02  0.14  0.08  0.08  0.15  0.47  0.35  0.45  1.04  2.48  1.44  \n",
        "2014-06-03  0.08  0.08  0.08  0.09  0.12  0.72  0.75  1.50  2.16  1.51  \n",
        "2014-06-04  0.08  0.45  0.09  0.57  0.53  0.62  1.01  0.99  2.20  1.62  \n",
        "2014-06-05  0.08  0.08  0.08  0.08  0.08  0.47  0.08  0.85  1.55  0.92  \n",
        "2014-06-06  0.26  0.30  0.56  0.87  1.00  0.89  0.56  0.63  0.84  0.53  \n",
        "2014-06-07  1.21  0.63  0.81  1.18  2.22  3.46  2.46  1.08  0.66  0.64  \n",
        "2014-06-08  0.13  1.74  1.08  1.59  3.12  0.16  0.16  0.47  2.10  1.38  \n",
        "2014-06-09  1.08  1.06  1.84  2.34  3.32  2.22  2.40  1.34  0.58  0.55  \n",
        "2014-06-10  0.08  0.08  0.08  0.08  0.08  1.26  3.51  2.33  1.19  1.03  \n",
        "2014-06-11  0.08  0.08  0.16  0.20  2.37  2.36  3.73  2.63  1.67  1.40  \n",
        "2014-06-12  0.08  0.08  0.08  0.11  0.37  0.30  0.27  0.38  0.19  0.09  \n",
        "2014-06-13  1.75  2.77  2.60  2.88  3.38  1.56  0.95  1.07  1.05  0.52  \n",
        "2014-06-14  1.96  3.15  0.10  0.10  0.52  0.18  0.48  0.71  1.46  0.69  \n",
        "2014-06-15  1.62  1.80  2.91  3.52  3.11  3.09  0.98  0.95  0.15  0.11  \n",
        "2014-06-16  0.10  0.09  0.10  0.77  2.92  1.73  1.31  1.10  1.32  0.85  \n",
        "2014-06-17  0.09  0.09  0.09  0.08  0.08  1.61  3.56  4.91  2.70  1.78  \n",
        "2014-06-18  0.09  0.09  0.09  0.09  0.15  3.43  3.48  3.91  2.52  1.85  \n",
        "2014-06-19  0.08  0.08  0.09  0.09  1.72  2.73  2.80  2.84  1.48  1.37  \n",
        "2014-06-20  0.09  0.09  0.09  0.09  0.09  0.16  0.49  0.09  0.09  0.86  \n",
        "2014-06-21  0.60  0.11  0.47  0.35  0.16  0.09  0.09  0.11  0.12  0.09  \n",
        "2014-06-22  3.29  1.19  1.04  1.04  1.43  1.15  4.67  2.48  0.63  0.56  \n",
        "...          ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  \n",
        "2015-01-02  0.08  0.16  0.34  0.39  1.19  0.53  0.41  0.36  0.64  0.26  \n",
        "2015-01-03  1.37  1.01  0.92  1.14  1.02  2.48  1.54  0.31  0.67  0.31  \n",
        "2015-01-04  3.28  4.68  1.96  0.98  1.88  1.88  1.12  0.50  0.17  0.35  \n",
        "2015-01-05  0.08  0.08  0.46  0.34  1.29  1.16  2.09  2.87  0.71  1.66  \n",
        "2015-01-06  0.17  0.19  0.58  0.33  1.83  1.66  1.16  1.62  0.45  0.73  \n",
        "2015-01-07  0.26  0.60  0.30  0.28  0.32  0.60  0.87  0.55  0.52  0.50  \n",
        "2015-01-08  0.65  0.32  0.28  0.28  0.32  2.12  1.31  1.63  0.82  0.44  \n",
        "2015-01-09  0.19  0.20  0.21  0.61  0.19  0.64  0.49  0.43  0.38  0.36  \n",
        "2015-01-10  1.03  0.66  0.99  0.68  0.82  2.56  1.82  0.43  0.70  0.37  \n",
        "2015-01-11  3.38  0.91  1.73  1.56  2.94  3.27  3.86  1.71  0.29  0.29  \n",
        "2015-01-12  0.09  0.41  0.07  0.09  1.28  1.28  1.89  0.38  0.67  0.29  \n",
        "2015-01-13  0.19  0.54  0.19  0.22  0.33  1.56  2.35  1.42  0.58  0.39  \n",
        "2015-01-14  0.18  0.48  0.17  0.16  0.20  1.38  2.44  2.52  0.98  0.36  \n",
        "2015-01-15  0.15  0.12  0.14  0.48  0.16  0.61  1.41  0.78  0.37  1.55  \n",
        "2015-01-16  0.71  0.51  0.46  0.78  0.40  0.26  0.43  0.28  0.49  0.43  \n",
        "2015-01-17  1.52  3.71  2.59  2.07  3.33  2.13  2.88  1.07  0.35  0.66  \n",
        "2015-01-18  1.03  1.32  2.00  2.14  1.97  0.95  0.40  3.48  0.74  0.28  \n",
        "2015-01-19  0.07  0.43  0.09  0.09  0.09  0.22  0.78  0.50  1.38  0.36  \n",
        "2015-01-20  0.09  0.43  0.07  0.08  0.51  1.28  3.48  2.76  0.71  0.28  \n",
        "2015-01-21  0.15  0.16  0.53  0.20  0.19  1.17  2.59  1.19  0.38  0.34  \n",
        "2015-01-22  0.08  0.46  0.16  0.16  0.25  0.86  0.98  0.47  0.36  0.32  \n",
        "2015-01-23  0.09  0.09  0.45  0.11  0.10  0.12  0.16  0.16  0.50  0.70  \n",
        "2015-01-24  2.67  4.54  0.43  4.58  4.09  1.21  0.99  0.60  0.43  0.61  \n",
        "2015-01-25  0.51  1.06  3.55  3.31  1.32  2.88  0.25  0.67  0.26  0.24  \n",
        "2015-01-26  0.66  0.27  0.29  0.29  0.27  0.58  0.55  0.92  0.32  0.32  \n",
        "2015-01-27  0.20  0.18  0.20  0.21  0.83  0.87  1.11  0.75  0.47  0.40  \n",
        "2015-01-28  0.21  0.23  0.23  1.00  0.90  1.27  1.70  0.60  0.44  0.43  \n",
        "2015-01-29  0.15  0.13  0.32  0.36  0.16  2.32  2.10  3.10  1.91  0.34  \n",
        "2015-01-30  0.12  0.18  0.56  0.18  0.76  1.24  0.87  0.84  0.94  0.50  \n",
        "2015-01-31  0.50  1.21  0.64  1.55  1.22  1.12  0.52  0.50  0.40  0.65  \n",
        "\n",
        "[253 rows x 24 columns]"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "round(sum(average_day),1)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 32,
       "text": [
        "16.7"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weekday_newapt, weekend_newapt = avg_day(new_apt_and_weather,'24-may-2014','31-jan-2015')\n",
      "average_day = new_apt_and_weather['USAGE'].groupby(new_apt_and_weather.index.hour).mean()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "plot_avg_weekday = weekday_newapt.ix['USAGE'].plot(marker='',color=gray_light,linewidth=linewidth,grid='off')\n",
      "plot_avg_weekend = weekend_newapt.ix['USAGE'].plot(linestyle=weekend_linestyle,marker='',color=gray_light,linewidth=linewidth,grid='off')\n",
      "plot_avg_all = average_day.plot(marker='',color=red_orange,linewidth=linewidth,grid='off')\n",
      "\n",
      "ylim(ymin=0,ymax=2.5)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2))\n",
      "xlabel('Hour of Day')\n",
      "\n",
      "ylabel('Electricity Usage (kWh)')\n",
      "title('Average Day of Electricity Consumption \\n May 24, 2014 through November 30, 2014')\n",
      "legend(['Avg Weekday, (Daily Total = %.1f kWh)' % round(sum(weekday_newapt.ix['USAGE']),1),\n",
      "        'Avg Weekend, (Daily Total = %.1f kWh)' % round(sum(weekend_newapt.ix['USAGE']),1),\n",
      "        'Avg All Days, (Daily Total = %.1f kWh)' % round(sum(average_day),1)])\n",
      "\n",
      "#fig.savefig('plots/Average_Days_thru_Nov_2014.png',bbox_inches='tight')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 75,
       "text": [
        "<matplotlib.legend.Legend at 0x112567c50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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LJW6vLPTu3ZtevXq53DvAz8+P+vXrIyLk5eXh5uZGUFCQy3q8vLyIiYmhbt26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\nWAd/ut0sv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7MQQkyOdKXUwCV98zDLcgPcDjygtf6tUupyzLKxH+LovdMrgMVa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\ncwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1125681d0>"
       ]
      }
     ],
     "prompt_number": 75
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 99
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 99
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "for row, content in enumerate(array):\n",
      "    array.ix[row].plot(color=gray_light,alpha=.5,linewidth=1.5)\n",
      "\n",
      "plot_avg_all = average_day.plot(marker='',color=red_orange,linewidth=linewidth,grid='off')\n",
      "\n",
      "ylim(ymin=0,ymax=6)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2),fontsize=16)\n",
      "xlabel('Hour of Day',fontsize=16)\n",
      "\n",
      "ylabel('Electricity Usage (kWh)',fontsize=20)\n",
      "title('Average Day of Electricity Consumption (Shown in Red) \\n May 24, 2014 through January 31, 2015',fontsize=20)\n",
      "\n",
      "\n",
      "fig.savefig('plots/Days_thru_Jan_2015.png',bbox_inches='tight')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Y2VvN7JrYBGHczHaY2WVm9uSSaXtjs4NKtb/fjo8CD69UYHefcvf3uftQyXAH\nzon/PabCek4GTgPeCGyttK56uft/ufsdKcO/SqgR7iPUeBX7x/j3He4+UTTPjcDFhA5fnl+yvJ+6\n++/jNtfb8cT7CIH2adRZk2ZmZwPJ9hU33UltVhCbq1xpZoNmttvMNqc1OYlNWgpmdoyZvdTMfhYf\nqd9ZNM3+ZvYpC+2Ik2Ptm2nHS9Hyjk4ZV7Z5iZk9NC5zIK7/BjM70cxOq9R0wszWmdkHzeye+Mj9\nNjP7t4o7s0Zm9ngz+7iZ/dpCU5ycmf3JzD5kZj0p00+X1cyOjft82EIzhSvSHunHadKeNFFu2+Oy\nP29mt8ZlZ83st2b2rlg7Wrqcst+xmT0sjrumwn74rZlNmNm+1faZu4+XGX4VMATsnzJus7vfnqyu\n2jrmw90/6O7bUkadS7hBfpSZ9SYD41OofyD8TmcdTx6ePl0PPJKS891ibItIJQqaZbUaBP6X8Jhv\n+mIUL3qvAK4D/lRm3kcC7yE8Yvw28GHCY8TjCM0KnpVM6O4DhK6xDzOz40sXZGYHAycAN7r7r/Zg\ne6ZK/pauZx/gPEJ3p1/dg/XMxyThAjZdttjU5KmEZiJpbZK/G/8e24gCmNlxhJuFtxVdVOtxLfDx\n+O+bgbOLPqXdxz4BuAFoBT4PXAEcBVxtZg8ts/y3AF8k1OB+gtAMBzN7IKHJyz8CtwEfAr4PPAf4\nsYVeJes164YhBpM/Bf6O8F18DLgHuBQ4OW2eqJXQROgU4ErC8dUBvN/M3jWPcpU6g9BU5/eEJySf\nJtzsvRm4wczWl5nvbwj7aJDwBOZ64ETgOjPbmDJ9tRuo0vH/Rqi5/RWhWdJ5hE5pzga+a6GDpjRz\nvmN3/yPh2NpkZg8pncHMnkroEfVb7r69SjnLMrOjgG7CeW25Sc4L+aJhDwIOBv7k7nenzJOcH45r\nUBkONLPXmtm/x7+PbtByZa1Z6qpuffRp5IeZR8HHAUfGf59ZNP7FcdhLgAeT0jwD2AD0pSz7QOA+\n4NaS4Y+Py/nflHnOjuNetYfb9f/icr5SZvxlwA5g7/j/02hg84wK5XpyXM89FD1KJQQCBeDXZeY7\nIo7/SYVlH0oNzTMIwcI9wLVpx0Ed25I0B0l9lMtM84w5TQ0IXWMXgE+V+f5HgMemLPP7cfzbSoY/\nhXAzcj/QmbK8oyvsr/NLhl8dh7+2ZPizK2zPXXH4FRQ1CSA8HRiIn5Ya9+uFZdZxSPExUzT89Dj9\nv5UMT47M1pbZAAAgAElEQVTpCeDYknH/Gce9tWT4ZiBfplynlSnXA8tMf06c/oV1fsfPi+M/WGHf\nPL3O393z43rPJdz8jMVtPaDKfMkx3NDmGRXW96K4vhtKhj8nDr+swvYVgP/Zk20p+k2kfa4BDl6M\n/aDP6vmopllWLXe/gfAC2quLBp8B9BPaM5ebb9jd+1OG3xfne7iZHVQ0/JeEF1lOLqnVbia8CDNM\nqI2eFzN7AnBWXM47UsafDjwXeJ2775zveuZRrj7gIkJN3b+4e3GNXXf8OzRnxtnD5zyGn4dPxuW8\ncg+XU+vj3h+5+0Ulw84n1KQ9ocw8n/eSLuLjMfQM4G7gA8Xj3P0nhGOmj1DTOy/xScexwG3u/rmS\ndXwPuKrC7A680YuaBMTj63LC91uuVr0m7n5PyTGTuIAQgD6zzKxfc/fSjDefj3/L7f96ylUu1d7H\n4t9y5ZrzHUffArYAp5lZazIwNkF5IfBnr79L9ecRXnh9K+FpwTbgy+6+pc7lLJj4FOWThJu/N5eM\nXqzzw27Czc7hcVk9hCYf1xKC7qvNbN0erkPWEAXNstqdR2g6cZyZPZhwovxvL2pjm8ZCCqWvm9lf\nYlvOQmwb+YY4yYEls3ya8CLf6UXDTozTfdnds/MpfHzc/21CFo2Xl17QzexQwsX86+7+jfmsY57l\n6iTUbj8Y+IC7l70JWeByPI+QOeDf3P2uRVrtjaUD3H2K8GJj79zJASjNAgAh+wjA9e6eTxmftIN9\nXN0lnJHM+5My42+oMO+Qp7RjB/4S/5bb1pqYWcbM3mBmP7KQXnEq/sbyQBdzf2OJOfufkElhj8sU\ny9UZH+P/IrZpzsdy3R8nKVeutO+Y+N2eR8gu8byiUX9PeHn182nzVeLuL3H3JsJTsSMJlQOfN7O6\nl7UQYnOx7xK2+U3u/rOlKIe773T3s9395lgZMuzu1xNufH5GOH+9uvJSRGYo5ZysdhcRHt2+mtiE\ngHABK8vM/o6QVi1LaMt8O6HGokCotTsGKH0h6GJC2+czCC+kQXhkD/A55iEGzNcSakde7O5XpEx2\nfizn68stZj7rrlKuTkIb1yOBD7v721ImS2qKulPGFQ8f3INy9BHanF7l7p8tN9l8l19BuTJPEW5u\n0qS9JJXsg3IvbSbz7EltW7KOcu1lK7WjrbSdUH5ba3Ux8LeE39elhO0dJ3xn/8zc31jZcrn7VHi3\nbM/KZGYZws3KE4DfEmr7dzLTbv+sCuVK+44T5wFvB17LzFOn1xC2t1pe8LLcfRT4iZk9l3Az8Woz\n+5i73zrfZe6pGDBfAzyEEDCn/TYX/PxQibvnzewLwJOApxHaoItUpaBZVjV332VmlxJeghoGflzD\nBeU/CG0Ej/DwIs80MzuQlAwW7j5mZhcCb44vCt5KeAHwp+7+23rLbWaPILRF7QVe4O7fLjPp4YTa\npp0xaCj1djN7O6Ht4N/VW46UcnURAuajgHPLBMwQAqECoZa/OaUmNXkpqtzLmLU4hFCTdXy5DAnA\nD+J++Rd3/3iZaRZDWjOEJHDYr8w8+5dMB2GfQvq5Oy24Ho5/y2VmqJqxYSGY2RGEgPkHwAlelEs9\nZlb4fw1aVSEus8nn5mtP218nEwLmC9z9VSVl3p8QNJdT9oVDd99iZpcDp5jZwwjH7aMITU12Vd+M\nytx9MmboeHT8LEnQHPfR1YSmO6+vcDP7h/i3XBOfRpwfqkmeHHQu4DpklVHQLGvBeYQXAPeiJL1R\nGQ8GfpsSMDcRgsVyPgP8C6E26TeE5k911zLHN7uvIjyiPsXdv1th8i8RMhqUeihwNCHzwy+ZmwGi\nbmbWDXyPUDvzHncvm0Eh3kTcQKjFeRrhJaViJ8S/ZVNx1eB+QraCtGDlGMKF9zuE9qS13Lgkgf2e\n1qDWKsmmclSZG4tjS6aD8AIehBuGUkekDEu+96eYmaW0Ia50PC+kB8e/l6cEs08iNFtohAFCDfEh\nhJcbi6Xtr6Rcl6SMK5vusUafJrRPfy2hrTrM8ylUGUmzkeGKUy2Q2Eb/GuAw4B/cPTWlJ4C7325m\n9wAPM7NDU5pWNeL8UE2SPjStCZJIKrVpllUvvjR0MqG2+eIaZrkTeGisNQGma7/OJnS8kVqj5CHV\n2Q8IKbFeS7hgf62esprZ4whNMjqBk6sEzLj7m9z9NaUfZh75XhmHfaZkPZuT3LI1lquXEMg/idC5\nRy0px5J1vqc4v218sfFFhGwf824L7e73uvsZZbY/acP7kTislotvEpA+YL5lqkd8sfQHwAMJzRGm\nmdmTCB3H9BOaLiSStqGvjC+aJtMfTHgxrHQdfyHcsDyEcEwWr+PZhN4ml0LSNn9WysH4aP9TDVxP\nsr9m5Wu30L36S+oo12GETBXzFo/BPwKnEnq9+4O715wizsz6YjnSxv0N4fy2iwaknbOQM7xgZmk3\nZ2nTP4DQi+kDgdMrBcxFklroD1jRYzIL+eaPAm6pZ/+UKdfhxcsuGv50QgWHA1/ek3XI2qKaZlkT\nKjRvSPNRwgn9JjO7hNCe8UhCwPxtQqaKcj5DeMlkX+ATXqYzgjQxME2aZFwNHGlmR6aVz0s6QElb\nXJXxTYQLxmSNxbuEkFrvdqDZQmcgpS4tzh7g7l8zs1MI6aNuMrMrmOlG24AzYpvMmUKHfLPJizlJ\nnt6HxqYvcbG+p1kyUrn7qJn9FHiamX2ZkDc5T2jaUncTmxr9A+FlvA+a2TMJTwUOJgRVU8Ar3X13\nURl/bmY/JDxF+LmZXUs41pLcxS9MWcfr4zo+bWYnEmrdDyPUel5GuKEs17xlofwilumU+ETiBsJ2\nPJvw6H4LjWmPfgEhw8TbzOyxhJzQD43ruYTZL+ZB+H3/mdDM6tGEnN2HEFKkXUF4YrUnPks4v0D9\nLwAeAvzSzH5BaLZwH6GJyeMIN7M5Qvq8WS8dm9nfEprCwExToKcW/aZ2uvtbS9aVnB9S88Kn2Ey4\n2fwl8MAy54cLfHZO5o8QjtvnAz+LzUuSbrR3M/ul6vluy0eAB5vZjwn7C0I33MfG7Xunl3TvLVJR\naQ46ffRZyR/CRTJPDfl5KZOnOY47lfBoe5SZGtFHEdo05knJkxvnayK8OJQHHlFn2Q+N5clTPrdo\nHjikhmWdGqedk6eZEIzsIgTATTWW7c64vHJly5PSTTKhqcM/E5qrZON6rwCeXKHchaJ15UvWm5pz\nd0+Og5L5HkRIqXZ/0XpfEcdtokI32nEf3VEyrOLxEqc5gPDo/i7Ci2E7iDcpZabvJgRc2wlt739D\nuNEom2caeFg8hgfiMX0D4RH4v8Z5Tqq2LfVsU8n0/x3X8eKS4b2EWuU7CQHfbYROhTrK7MvkmE7t\njpvyv+VHEtrhDxNS2V1DaDKUujzgIELt473xmP1t3E/NaeuoZ38Qgtw8ISjsrfPY7CG8b/FDwk3F\neNym3xI65imXX/os0n9TyW+3dD/3xvE1dV9ftO+rnbfScot3AO8m3ASMxWP6YuDhDdqW0wk3QnfG\n736M8Dv7H+DIeva/Pvq4e0gsv5RirsovEAISJzza0Z2frEhm9iDCxf96d9/TNpALwsweQ6hBe52X\nf1FH1gAz+wqhmcLD3P22BVrH9wn5qI/32prJrFoWeq68ipD28tSlLk8aMzuJkFv6RA+5vEUkWg7N\nMz5O6G70+WbWgt5klZXtX+Pf/1rSUlR2DCE91vlLXRBZeLFN577uvq1k+NMJTWVuWcCAeV9Cd+oT\nhEf3a13SdGA5nx+OBm5SwCwy15LWNMe38W9y99SXG0RWgvgS1ssIL1udRug6+vAlLZRIZGbtzDRL\n+COhneqjCLW/Y8Cz3f2HDV7n3wLHE9qfHgB80t3f1Mh1rBSxbfTfEN4JOAX4trufvLSlEpH5WOqa\n5gcS8steADyWUBPxJp9n72kiS+RBhA5UdgP/B/zj0hZHZJYJwguqxxFeGFtHaHd/MfB+T+/6eU+d\nTGj2cQeh3fL7F2AdK8XhwHsJ+ba/DrxuaYsjIvO11DXNRxBSQz3V3X9hZh8Dhr22dFYiIiIiIoti\nqWua7wXudfdfxP9/AzizeAIzW9o3FUVERERkzXD31JSXS9q5SXwx5S9mlnSleTxwS8p0a+Jz1lln\nLXkZtJ3aTm2ntlXbubo+a2U719K2ajsX7lPJUtc0A/wT8BUzayXkjV2QjgtEREREROZryYNmDy+h\nPGGpyyEiIiIiUs6SNs+Q2TZt2rTURVgU2s7VZa1sJ6ydbdV2ri5rZTth7WyrtnNpLHmPgNWYmS/3\nMoqIiIjIymdm+HJ8EVBEREREZCVQ0CwiIiIiUoWCZhERERGRKhQ0i4iIiIhUoaBZRERERKQKBc0i\nIiIiIlUoaBYRERERqUJBs4iIiIhIFQqaRURERESqUNAsIiIiIlKFgmYRERERkSoUNIuIiIiIVKGg\nWURERESkCgXNIiIiIiJVKGgWEREREalCQbOIiIiISBUKmkVEREREqlDQLCIiIiJShYJmEREREZEq\nFDSLiIiIiFShoFlEREREpAoFzSIiIiIiVShoFhERERGpQkGziIiIiEgVCppFRERERKpQ0CwiIiIi\nUoWCZhERERGRKhQ0i4iIiIhUoaBZRERERKQKBc0iIiIidcrn89x9991ks9mlLoosEgXNIiIiInXK\n5XJMTU0xNja21EWRRaKgWURERKROSQ3z5OTkEpdEFouCZhEREZE6uDu5XA6AqampJS6NLBYFzSIi\nIiJ1mJycZGpqiqamJtU0ryEKmkVERETqkNQyd3V1kc/nyefzS1wiWQwKmkVERETqkM1myWQydHR0\nAGqisVYoaBYRERGpUaFQYGxsjHXr1pHJZAC9DLhWKGgWERERqdH4+DiFQoGOjg5aWloABc1rhYJm\nERERkRrlcjnMjI6ODpqammhpaVHQvEYoaBYRERGpUTabpa2tjaamEEJlMhm1aV4jFDSLiIiI1CCf\nzzMxMcG6deumh6mmee1Q0CwiIiJSg1wuh7tPZ82AmZrmQqGwhCWTxaCgWURERKQGuVyO5uZm2tra\npocpg8baoaBZREREpAp3J5vN0tHRgZlND0+CZrVrXv0UNIuIiIhUkXSdXdw0A1DauTWkZakLAGBm\ndwHDQB6YdPcnLm2JRERERGYkXWeXBs3Nzc00NzcraF4Dag6azawdeCrwNOAwYB/AgZ3AHcB1wE/c\nfXwe5XBgk7v3z2NeERERkQWVy+XIZDLTzTGKZTIZBc1rQNWg2cwOB/4BeDGwvsrkI2b2NeCz7n5T\nnWWx6pOIiIiILC53J5fL0dXVlTq+paWF8fH51BnKSlI2aDazhwDnAn8bB/0cuCH+vRfYRWgT3Qcc\nCDwROBI4AzjDzC4FznT322oohwNXmVke+Jy7nze/zRERERFprLGxsemus9NkMhl2796Nu896SVBW\nl0o1zbcA/cC7gC+7+11VlnUxgJk9EHg58Abgd0BbpZmiI919q5ntDfzAzP7g7tfXMJ+IiIjIgkq6\nzm5vb08dn8lkcHcmJydpbW1d5NLJYqkUNP878Cl3z9WzQHe/E/gPM/sw8Loa59ka/+6MNdRPBKaD\n5rPPPnt62k2bNrFp06Z6iiQiIiIyb7lcjra2Npqbm1PHF6edU9C8smzevJnNmzfXNK25+8KWploB\nzNYBze4+YmadwP8B73b3/4vjfanLKCIiImtTPp/n7rvvpqenh76+vtRppqamuPvuu9lrr73o7u5e\n5BJKI5kZ7p7axmY5pJzbF7g0tgFqAb6SBMwiIiIiSynpOnvdunVlp2lubqapqUkZNFa5JQ+aY3OO\nxy11OURERERK5XI5mpqaZnWdXcrMyGQy6hVwlaurR0Az22RmV5rZDjObNLN8yacQM2CIiIiIrGhJ\nqrnSrrPTtLS0qKZ5launc5PnAJcRAu2/AH8C0m6p1ABZREREVrypqSkmJydraqecyWTIZrNKO7eK\n1dM842xgEjhZbY5FRERktctmswAV2zMnkrRz+XyelpYlb/0qC6Ce5hl/BVysgFlERETWgqTr7FqC\n4CTtnJporF71BM27Cb0AioiIiKxq9bRnBqYDawXNq1c9QfNVwFMWqiAiIiIiy8X4+HjFrrNLtbS0\nYGYKmlexeoLmM4EHmdk7TS3cRUREZBXLZrOYWc1Bs9LOrX5lG+mY2QXMzYRxC/Bu4JVmdjMwmDav\nu5/esBKKiIiILLJqXWenyWQyqmlexSq1bD+1wrhD46ccBc0iIiKyIuXzecbHx+np6alrvpaWluke\nBPVQfvWpFDQftmilEBEREVkmxsbGcPeam2YkMpkMhUJBaedWqbLfqLvftYjlEBEREVkWstksTU1N\ntLe31zVfknZuampKQfMqVPFFQDM7ysxqb8wjIiIissLVk2qumNLOrW7Vsmf8EBgwsyvN7M1m9tjF\nKJSIiIjIUpicnGRycrLuphkQapqVdm71qvbs4HrgycAJ8YOZ3Q9cC1wNXOXudyxoCUVEREQWSS6X\nA5hX0GxmtLS0KGhepSoGze5+jJmtA44CjgOeDvw18IL4cTO7hxBAXw1c4+7bF7bIIiIiIgsjm83S\n0tIy3T65Xi0tLcrVvEqZe2kq5iozmHUDm5gJoh9ZNNqBW9390Q0roJnXW0YRERGRerk7d999N52d\nney9997zWsbOnTvZvXs3hx56aGMLJ4vCzHD31Mbs9fQICIC7D7n7Ze7+Jnf/K2Bf4BXAbwFjdhAt\nIiIisiKMj4+Tz+fn1TQjkclkyOfz5PP5BpZMloN550Mxs8cQapqPA44GuuKoLQ0ol4iIiMiiyuVy\ndXWdnaY47Vw9vQnK8ldz0GxmD2UmSN4EbIyjtgFXEl4OvNbd/9zgMoqIiIgsuGw2S2tr6x4Fu8Vp\n59ra2hpVNFkGKgbNZnYaIUg+FjgwDt4JXANsJgTJf1jA8omIiIgsuEKhMK+us0slNc3KoLH6VKtp\nPp/wct93gHMJQfItC14qERERkUWUy+Xm1XV2qaamJqWdW6VqaZ5hhNrmVqDTzDqBG929sKAlExER\nEVkkuVyOpqamhjSpUNq51ala0HwgM+2YjwOeEYcPm9n1hGYa17r7zQtXRBEREZGFlc1maW9vp6mp\n7sRic2QymelOUmT1qNa5yVbgy/GDmT2ImQD6WOA5cXg/cB0zQfStC1hmERERkYZJus7u7u5uyPIy\nmQwjIyMUCoWGBOGyPNSVcs7dbwduB84DMLO/YnYQ/XeENtDKsSIiIiIrwp50nZ2mOO1ca2trQ5Yp\nS29Pb3/6iz6jcVhqLyoiIiIiy1Eul9ujrrNLFaedk9WjrppmM+sj1CgntcsPZXaQfAtwdcNKJyIi\nIrKA3J1cLse6deswa0y9n9LOrU7V8jSvJ/T2lwTJj2F27fRdhCD5auAad9+xMMUUERERabyk6+x1\n69Y1bJnNzc00Nzcrg8YqU62mub9kmh3MDpLvWqByiYiIiCy4RrdnTmQyGdU0rzLVguYsoXvsa4Cr\nlRVDREREVpNcLkdbW9sedZ2dpqWlhfHx8YYuU5ZWtaB5o7vn61mgmZm7+x6USURERGTBFQoFxsbG\nGpZqrlgmk2H37t24e8PaSsvSqpg9ozhgNrOX1bjML+5RiUREREQWQaO6zk6TyWRwd7VrXkXqSTl3\nvpkdV2kCM/sscNoelUhERERkESRdZ7e3tzd82cqgsfrUEzT/GbjEzB6dNtLMPga8Bri0EQUTERER\nWUi5XK5hXWeXUq7m1aeeo+QEYDfwXTM7qHiEmZ0LvBH4DvDixhVPREREpPGmpqaYmJhYkKYZENLO\nNTU1KWheRWoOmt39HuBEoAv4npl1A5jZu4G3EtLQPc/ddXSIiIjIspbNZgEamp+5mJmRyWTUpnkV\nqatHQHf/tZk9j1CjfLmZXQO8E7geOMndlVtFRERElr1Gd52dpqWlRTXNq0hdQTOAu19lZqcDFwFP\nA34GPMfdc40unIiIiEijLUTX2WkymQzZbFZp51aJskGzmR1dYb6/AN8idLH9PuDw4oPB3X/YqAKK\niBQbHx9nx44d7L333gvyxruIrH4TExPk8/kFa8+cSNLO5fP56RcDZeWq9A1urnEZ3yr5vwON7VZH\nRIRQO7Rr1y4mJibYtWsXBxxwgGpvRKRuC9V1dqniDBoKmle+St/gOfNcpnoDFJEFkc1myeVydHR0\nkMvlyGazdHZ2LnWxRGSFyWaztLW1LXggW5yreaEDdFl4ZY8Wdz97EcshIlKRu9Pf308mk2G//fbj\nvvvuo7+/f8HbJIrI6rKQXWeXamlpwcz0MuAq0fhs3iIiC2BkZISJiQk2btxIU1MTfX19TExMMDIy\nstRFE5EVZGxsbMG6zi5lZrS0tCjt3CqhoFlElr1CocDAwADt7e3TOVXXrVtHe3s7AwMDFAqFJS6h\niKwUuVwOM1u0F4kzmYxqmleJskGzmX3XzJ443wWb2RPN7Mr5zi8ikhgcHGRqaoqNGzdON8UwMzZu\n3MjU1BRDQ0NLXEIRWSmy2SwdHR0L0nV2miRodtcrXytdpSPmQcBPzexaMzvdzDZUW5iZbYjTXgv8\nFHhwowoqImtTEhSvX79+Ts1Qe3s7nZ2dDA4Oks/nl6iEIrJSLHTX2WkymQyFQkFPxFaBSq+NPgr4\nR+AdwBeAz5rZ74CfA/cC/YABfcBBwBOARxPSze0A/gn43IKVXETWhIGBAdyd3t7e1PF9fX3ce++9\nDAwMsNdeey1y6URkJVmsVHPFitPONTcrI+9KVil7xiTwCTP7HPB84FXAkcDjyswyAVwHfBH4prtP\n1FoIM2sGbgTudffn1jqfiKxuyYt+GzZsoLW1NXWa1tZWurq6GB4epru7e0G7xBWRlS2bzdLS0lL2\nfLIQitPOqUOmla1qgkJ3Hwe+AnzFzDqAJwKHAXsTcjLfD9wO/CxOOx9vAm4FuuY5v4isQv39/ZhZ\n2VrmRG9vL6Ojo/T397PvvvsuUulEZCVZrK6zSynt3OpRV1Zvd88RapOva1QBzOwg4ETgvcCbG7Vc\nEVnZcrkcu3fvpq+vr+ojzZaWFrq7uxkYGKC7u1u1OSIyx2J1nV2qqalJaedWieWQcu6jwFsBtZAX\nEWCmI5MkGK5FT08Pzc3N9Pf36y11EZljKdozJ1paWlTTvAosadBsZn8D7HD3mwgvFYqIsHv3bsbG\nxujt7a05LVRTUxO9vb3kcrnpi6OISCKbzdLa2rrgXWenUa7m1WHxj5zZngqcZGYnAu3ABjO7yN1f\nUTzR2WefPf3vTZs2sWnTpsUso4gsokKhQH9/P21tbXR11feaw4YNGxgaGmLXrl10dHSoe20RARa3\n6+w0mUyGfD5PPp9XBo1lZvPmzWzevLmmaW25PMY0s2OAfy3NnmFmvlzKKCILb2hoiPvvv5/9999/\nuve/eoyOjrJ9+3b22WefuoNuEVmdstksW7dunfd5ZU/t3r2bbdu2cdBBB9HW1rbo65famRnunlrj\nshzaNBdTdCyyhuXzeQYGBujo6Jh3u8POzk7a29vp7+9XZwIiAix+19mlinM1y8q1bIJmd7/O3U9a\n6nKIyNIZHBykUCjM6i67XmZGX18fU1NTDA8PN7iEIrIS5XI52tvbF63r7FLFuZpl5Vo2QbOIrG2T\nk5PT3WXv6ePLjo4Oda8tIkDoOnt8fHxJmmUklHZudZhX0GxmnWZ2uJk9rdEFEpG1aWBgAAjdYjdC\nX18fhUKBwcHBhixPRFampUw1V0xp51a+uoJmMzvYzC4BBgndXm8uGvc0M7vVzDY1tIQisuqNj48z\nOjpKd3d3w9JBtba2sn79eoaGhnShElnDcrkczc3Ni9p1dhqlnVv5ag6azWx/4KfAScAVwE+YnVv5\nZ8C+wIsaWUARWd3cnV27dtHU1ERPT09Dl53UWie12CKytiRdZy+HFJSZTIapqSm9oLyC1VPTfBYh\nKH6mu/8d8IPike4+AVwPHNm44onIapd0RtLb29vw/KVJj4Kjo6OMj483dNkisvxNTEwwNTW15E0z\nYOZlQLVrXrnqCZpPBC5392sqTHMPcMCeFUlE1oqkljmTybBhw4YFWUdPTw9NTU309/cvyPJFZPlK\n2jMv5UuACaWdW/nqCZr3Bf5UZZpJYP38iyMia8nIyAgTExP09fUt2KPT5uZmenp6yGazZLPZBVmH\niCxPuVxuybrOLqW0cytfPUHzAHBwlWkeAmybf3FEZK0oFAoMDAzQ3t5OZ2fngq5rw4YNZDIZ+vv7\nUQ+jImtDoVCYbs+8HDQ1NdHc3KzmGStYPUHzj4CT4guBc5jZQ4BnA9c2omAisroNDQ0xNTW1oLXM\niaamJnp7exkfH2f37t0Lui4RWR7GxsZw92UTNJuZ0s6tcPUEzR8EOoDrzOyE+G/MbL2ZnUjIqOHA\nhxteShFZVfL5PIODg3R2di7aBS3pNEXda4usDUnX2cslaIbGpJ1zdz0xWyI1B83u/jPgNcChwJXA\nW+OoIULAfChwurv/rrFFFJHVZmBgAHdvWEcmtUi6156cnGRkZGTR1isiS2Opu85Ok6Sdm2/QWygU\nuOeee9Rp0xKp60hy9/OBvwI+DvwcuB24CfgU8Bh3/0rDSygiq8rExATDw8N0dXUtemcD69atY926\ndQwMDKh7bZFVLJ/PMz4+vqxqmSFk0HD3ebdr3r17N1NTUwwNDemJ2RKo+3VSd/8T8C8LUBYRWQP6\n+/sxM3p7e5dk/X19fdx7770MDg6ycePGJSmDiCys5ZRqrlhxBo3k3/UYGRmhubmZfD7P8PBwwzuE\nksqWzzMLEVn1xsbG2L17Nz09PUuWAqqtrY2urq7pFxFFZPXJZrPLouvsUnuSdm5ycpJcLkd3dzcd\nHR2qbV4CNV+1zOyQGiYrAMPuPjz/IonIapR0ZJL00reUent7GR0dpb+/n3322WdJyyIijbWcus4u\n1dzcTFNT07xu2EdGRjAzurq6aG9vZ8uWLYyOji5Yx1AyVz1VPXfFv0nr9eIjcdYwM9sKXAqc7e73\n7052tWsAACAASURBVEkBRWR12L17N2NjY+y9995L/mJOJpOhu7uboaEhenp6ll1tlIjM3+Tk5LLp\nOrvUfNPOuTsjIyN0dHTQ0tJCc3Mz7e3tDA4O0tXVtexuDlareq5cFwHXEQLj4fjvr8e/w3H4dcB3\ngCngdcCNZrZ3IwssIiuPu9Pf309raytdXV1LXRxA3WuLrFZJe+blGDTD/NLO5XI5pqamps+fZkZP\nTw+Tk5PKPb+I6gma3w88FjgXOMjdj3X3F7v7sYSeAj8Qx78ZOAx4N3AI8O+NLbKIrDTDw8NMTk4u\nSkcmtUq61969e/f0RVZEVr5sNksmk5nXi3aLIQma60k7l7wAWPxi47p162htbZ1O4SkLr56g+X3A\nb9z9be4+67bG3Ufd/UzgN8C57p4HzgF+DfxNw0orIitOPp9nYGCAjo6OZfcm+4YNG2hpaVH32iKr\nRKFQYGxsbNmda4plMhncvea0l/l8nt27d7N+/fpZTduS2uaJiQmy2exCFVeK1BM0Hw3cUGWaHwPH\nAHi4Av2UUAstImvU0NAQ+XyejRs3Lpta5kRTUxN9fX3TWT1EZGUbHx+nUCgs26YZwHTmoFqbaIyO\njuLuqU3b1q9fTyaTYXBwUDf+i6CeoLkd2L/KNPsBbUX/HyW0bxaRNWhqaorBwcHpLqyXo+LutXXR\nEVnZlmPX2aXqTTs3MjJCW1tb6gvLZkZ3dzdjY2OMjY01tJwyVz1B883AC83s0WkjzewxwAvjdIkH\nADvnXzwRWcmSl+wWs7vsehV3rz08rGyZInuqUCiQzWaX5CY0m80uu66zS7W0tGBmNaWdGx8fZ3x8\nvGKGjK6uLlpaWtS19iKo56g6B1gH/NzMvmBmp5nZCfHvFwndancA/wFgZuuAZ1G9SYeIrELj4+OM\njo7S3d29bF/ISXR0dNDR0cHAwIA6CxDZA+7Ozp072bp1K9u2bVvU7urz+TwTExPLupYZ6ks7Nzo6\nipmxfv16IOzfHTt2zGrD3NTURHd3N9lslvHx8QUrt9QRNLv794GXAmPA6cD5wJXx7yuBHPD37v69\nOEsGeBHwjkYWWERWhv7+fpqamlZEN69JbXM+n1dtjcge6O/vZ3R0lPXr15PL5bjvvvsWLZDL5XK4\n+7IPmqG2tHNJbubOzk6am5uB0KRjZGRkTnOyDRs20NzcrPPXAqurH1t3/5qZXQmcDPw10E3I0fwr\n4DJ3Hymadgj4XuqCRGRVy2azZLNZNm7cOH2yX+7a29tZv349Q0ND01k1RKR2w8PDDA4OsmHDBvba\nay/Gx8fZvn079913H3vvvfeC52jP5XI0Nzcv2/cnimUyGcbGxnD3ss0ustks+Xx+1n5LbkDGx8fJ\n5XLTWUKamprYsGEDg4ODTExMqMOmBVL3VSEGxl+OHxGRWZKOTDKZzIrr3rWvr4/du3czMDDA3nur\nXyaRWmWzWe6//37WrVvHXnvthZnR3t7OgQceyI4dO9ixYwfj4+MLlkXH3clms4vadfbU1BT33Xcf\nGzdunG4+UatMJkOhUKBQKJStWBgZGaGlpWVWzfnY2BjNzc2YGUNDQ7NS6yW9nA4ODrLPPvvMb6Ok\nouXbUl5EVqTR0VHGx8fp6+tb1i/jpEkC/ZGRESYmJpa6OCIrwsTEBDt27CCTybDPPvvMClpbWlrY\nf//96enpYWhoiC1bttT0Alw17s7ExASjo6Ps2rWLrVu3LnrX2YODgwwMDLBt27a6X3qslnZuamqK\nbDbL+vXrZ+3PsbEx2tvb2bBhA9lsdtZ5qrm5ma6uLkZHRxuyj2WuumuazawdeAJwALPTy01z94v2\nsFwisgIVCgX6+/tpa2ujs7NzqYszL729vdNtBvfbb7+lLo7IspbP59m2bRtmxn777Zdaa2pmbNy4\nkba2Nnbu3Ml9993HPvvsU3OAmwTI4+Pjs/4mL+2aGa2trWzYsGHRzjvuzvbt2ykUCgwPDzM0NFTX\n+xvFaefa29vnjE/LzZy86NjV1UVXVxcDAwMMDQ3NeirW09Mz3Uxmr7322oMtlDR1Bc1m9ipCd9m9\nFSZzQEGzyBo0PDzM1NTUnNqmlSTpXru/v3+6VkdE5ioUCtMZMvbff/+qWXLWr19Pa2sr27ZtY+vW\nrWzcuJENGzbMOlcUCoXpwDgJjicmJqZrcpuammhtbaWrq4vW1lba2trIZDKL/lRrYGCAXC7Hxo0b\nGR4eZsuWLWzYsKHmciRp59JqmpMXANvb22e1TU7yMLe1tc2qVe7r65u+WWlpaWH9+vWMjIzQ29u7\nYt4pWSlqDprN7NnAecAtwHuBDwGXEVLNHQM8E/gGIaOGiKwxSXfZnZ2dK+Lt9Uq6u7sZHh5m165d\nHHDAASv2BkBkoSSp5cbGxth3331rvrlsbW3lwAMPZOfOnezcuZPh4WE6OzuZnJxkfHycqamp6QA5\neamvu7t7unOPTCaT+nvM5/OMjo7S1dW14AG0u7Nt2zZaWlo4+OCD2b59O1u3bmXXrl01vwvR1NRE\nc3NzajOK5GahdFljY2OY2fSLjsl5anh4mN7embrMnp4eRkdHGRoaWtY58leiemqa3wL0A0e6+7CZ\nfQi4yd3fB7wv1kJ/DvjEApRTRJa5gYEB3H1VnKSbmpro7e1l586dZLPZFdvURGShDAwMMDo6WtNL\ncO7O1NTUrKYVY2NjjI+PMzg4OP10p6OjY1YNcvLCWzX5fJ6tW7cyPj6OmS34C8iDg4Nks1n2228/\nWlpa2G+//ejv72fLli2zan2rKZd2bmRkhKampjn7dWxsjLa2tumbgtbWVtatW8fw8DA9PT3T+6q1\ntZXOzk6Gh4fp7u5WbXMD1XM7djjwbXcv7jJren53/yKhIxPlZRZZY5Le9JIL3mqQbIu61xaZbWRk\nhIGBATZs2EB3d/ec8e4+/YLeli1buPvuu7nnnnvYtm0bg4ODTE5Osm7dOg488EAOO+wwuru7MTO6\nurro7e2ls7NzuvlCNVNTU2zZsoWJiQmam5tndfqxEJJa5ubm5ul3HpqbmznwwAOZnJxky5YtNS8r\nLWguFAqMjo7S2dk5q8a8UCgwPj4+p0a/u7ubqakpRkdHZw3v6ekhn88zMjKCNE49Nc2dQPHRMAaU\n3s7dSOjoRETWkP7+fsxs1iPClS7p8GTbtm2MjIysuPR5Igshl8uxc+dOOjo6plPLlRoeHub++++f\nfkGvs7NzunlFa2vrnOYTXV1dbN++/f+z9+6xkmxted+z6tZVfb/s3nv33jNzzgc2JLGMcBxibCxz\nbBQssJ0YK44SJQGLJHZugmDJSizhwGdFcmxEZBFZxlIMJMEojkwCJsTwh/HBQjGOcALhkvB98J0z\ns299v1VXVdd15Y+Zd53q7uru6sue2XtP/aTROTPT07v6tvpd73re50G73UatVkOtVtupYCZN9WQy\ngeM4iKLo3iQa1GU+PT1d8HKnYr/X6+H09DSVV7SqqgjDcOF6LctCFEUrntak614umg3DgKZpmEwm\nC04buVwO+Xxe+GY/Niejh8ouz2IHQFxg0wbwlUu3KWMPR46MjIzHy3w+F3HZTy0QJJ/PQ9f1LF47\nIwOvC7dOpwNVVXF2dpZY2HLOMZlMoOs6Pve5z+HZs2doNpsol8vQdT2xeFNVFRcXF8IRIk38NnV1\nqWDmnGM0GmE+n4uBuWNDTiGyLK/ojRljePHiBTjnuLq6SnV/SbZzpmlCVdWV4pge0/KfM8ZQqVTg\nuu7K4866zcdnl6L517FYJP9jAN/AGPtDAMAY+90A/o03t8vIyHgPoCAT0iQ+NcgqKwgCTCaTd305\nGRnvDCoYAay1lgNed0p931/Q2KZBkiQ0m000m82t8due5+H29hZRFOHi4gK5XA6DwQCqqsJ13XuT\naJCjTq1WSxx8LBQKqNVqGI/HqQrVuO0c/ddxHJRKpZXnbj6fQ1XVxOe9WCxCluWVNUrXdei6jslk\nkknMjsQuRfP/DuDrGGMXb37/fQAiAB8zxnoAfgVACcB/ddxLzMjIeKg4jgPHcR5lkEladF1HoVDA\neDze2v3KyHiKkLVcEAQ4Pz9fay1HXWZVVReS6tJCQ3wXFxfgnOPm5mal+HRdV+iGW60WcrkcZrMZ\nPM8Tg3P3scH1PA/D4RCKoqDRaKy93eXlJWRZxtXV1dbTKXoeyUHDNE2h7Y7DOd9of0kR2rZtL3St\nGWOoVqvwfX9F85yxH7t8y/0tAM8A9AGAc/7rAP4IXhfTAwA/C+CbOOeZ5VxGxnuC4zhgjO0cIfvY\nqNfr4JxjOp1uv3FGxhMibi13enq60VqOpBG7dpmXofhtXdfR7XbR7/dF4Xh3dwfGmCiYoyjCaDRC\nLpcT12ea5tqkvX0ZDodwXReFQmGjmw5dB8WKb4Js53zfF97MhmGsyNx830cYhhufe5q5WN4w5PN5\n5HI5jMfjrNt8BFIXzZxzn3Pe5px7sT/7Rc75H+ec/3Oc82/inP/s/VxmRkbGQ8RxnLU6xaeEpmni\nyzj74sl4nyBruXq9vnVzPJlMIMvyUTbRy/HbL1++xM3NDSRJwsXFhXDpoQKZTrtOTk4QBAFGo9HB\n10DYto3pdApFUVJtCM7OzpDL5dDpdBZirpMgBw3HcRAEwUqXGVivZ44TDzWJn4hRt9nzvHt3Fnkf\neNrfdBkZGfcGJXe9L4l5pVIJvu/f25BRRsZDg6zlSqXS1pkFKsqO6dRAMwXlchnD4VAU7yRroC6z\nYRgiUKlWq0FRFAyHw6NcA81thGGIXC6XykWHvJt938fd3d3GjTYVzaZpQpblRFnLfD6HLMtbExcr\nlQqiKFqRtBQKBaiqmnWbj0DqdzZj7HOMsW9mjBVjf6Ywxv4yY+xXGGP/hDH2p+7nMjMyMh4a8/k8\n0QLpqUK+qdkkesb7QNxartlsbu2ukizg2NaMlmXBNE3U63VUKhV0u10x2DaZTBCGIer1urg+Gkq2\nLOsoG1zTNDGfz0XYSFqHoHq9LizfNq0ZVDTPZjMUi8XEDQfpmbe9BrlcDoZhrAz+Ubd5Pp/DcZxU\n15+RzC7bwf8SwP+I1/7MxHe/+fW7Afw+AH+XMfa1x7u8jIyMhwpFur4vRTN9aZKPakbGUyWNtVwc\nsjUrlUpHtZ2czWbodDrQNA3Pnz/H8+fPkc/n0e/30W63MRqNUCgUVtYgGtTr9XoH/fwoikTHWlGU\nnTYEsizj9PQUnHN0u921Q8SKosDzPIRhmCjNCIIAvu+nXmcp7MSyrIU/p4J/PB6nfgwZq+xSNP9+\nAD/HOQ8AgDEmAfiPAfwmgBcA/mUANoA/f+yLzMjIeHg4jrMQ6fo+UCqVEEXRyhdSRsZTIa21XJzp\ndArOeWI64L6Ypolut4tcLodWqwVZliHLMs7OzlCv1zEYDEQK6TJUSE8mk62a4k2MRiMEQQBZlsVc\nwy5Uq1WUSiVYloXBYJB4G7LJo5+xDNnupf3Z+XweqqqudJslSUKlUoHjOJnE7AB2+bY7A/Bp7Pdf\nDeAEwN/gnF9zzn8JwE8C+JeOd3kZGRkPkXWRrk+dXC4HVVUziUbGXti2fTSt7X0QRRE6nc5Wa7nl\nfzOZTJDP5xOLvn2YTqfodrvQdV0UzARZsqmqClVV0ev1VjaxVCD6vr+3/Rz9W13XEUWRiPreBUmS\n0Gg0IMsyhsNhojSCcy700kn3Tyd6aZ9bCjuZz+crPtflchmyLGfd5gPYpWhWAcQV5H/wzX9/LvZn\n1wAukJHxnuO67pO2J3Nd973SMxP0he04ztEtrTKeNpxzDAaDB5suyTlHv9+H4zhbreXizGYzhGF4\ntHCj8XiMXq+HQqGA8/PzxJOs4XAIVVXxZV/2ZVAUBe12G8PhcKGzSlKR8XgsfJB3YTgcgjEmOtz7\nOoKUy2UUi0X4vo9ut7vy2luWBUmS1hbFpGfe5USvVColhp2Qn7NlWQd14N9ndimabwB8Vez33wSg\nzzn/jdifnQJ4upVCRkZKxuMx+v3+g/xyPAbvm545DqV1ZWEBGbvgOI4oVB5iwUIDa2ms5Qgaxsvl\nckdZC0ajEQaDAYrFIs7OzhILRc/zMJvNUKlUYBiGiN/u9/v41V/9VfR6PTEgKEkSHMdBp9MRnVfP\n8xAEAcIwRBRFiW4S8/lcDOY5jrN2QC8NkiShVqtBVVU4jrNQyHLOMZvNoOt6ouaZTvRyudzOP5Nk\nIcub+0qlAkmSsm7znuyi2P8pAH+eMfb9eD0M+I0AfnjpNr8TwMsjXVtGxqOFnCVc1xVWSE8Jx3Gg\naVoqveNTQ1EU4dl8aIhDxvvDZDKBJEmIominwa63wWw2w3A4TGUtF4c2Aqenpwd9DjjnGI1Gwt5u\nk1sHdYDpOil+23VdmKaJXq8nikzXdREEAdrttghiWoYxtvKL9MBRFMG2beRyOfR6vYXbSJIk/kvO\nOusol8uYTCbieS4UCtA0DbZtIwxD0Yle5pATvUqlgslkgul0upBgKMuyuB4q5jPSs0vR/H0A/iSA\n73rz+xsA30N/yRg7A/AHAPzA0a4uI+MREgSBOA6cz+dPrmimzUDSAM77QqlUQrfbfZKvb8bxIQ/j\nWq2G8Xj8oDrN8/kc3W4XhmHg5ORkp+J3PB6LUI19IdnKZDJBuVzeeA3z+RyWZaFer69s2GkQsVQq\n4eTkBFEUYTAYiI5qPp8XPsacc/Er/nsqkqMoEk45iqIgDEPYtr1w+zgnJycbhyAZY6jVaqKI7/f7\naLVaME0TiqKgUCiIQj3+2NOEmqyD7nc6naJWqy0U9VRQTyYTnJyc7Hzf7zOpi2bOeYcx9lUAvuHN\nH33MOY9PwzQA/AUAP7PLBTDGdAA/DyAHQAPwk5zzv7jLfWRkPCRo+IIx9iSnlF3XRRRFD6pT9raJ\nezZnRXPGNiaTiRjQsm37wRTNvu+j3W5DUZS1coh1uK4Lx3HQaDT27jKTjno6naJarS74LSfddjgc\nQlGUlQLVdV34vg9JkoTbhSzLQqJAtm6GYWx8jFEU4erqCo1GQ3hCn5+fr8Rmx4vum5sbOI6z1Tmk\nWCxC13U4jgPbtjGZTGDbNiqVClRVBeccQRAsdH7n8/lBJ3qVSgWz2QymaS5cn6IoKJVK4nk/pk3g\nU2cnkQ7n3Oac/9SbX+bS3/0G5/yvc87/vx3vcw7gD3POvxqvNdN/mDH2B7f8s4yMBwvpfYvFojhe\ne0rQRuB9LhYzz+aMtIRhiNlsJoazNE17EEXzPtZycUhusu+JE/kXUyd0U8EMvJaCOI6DarW6UvjO\nZjOx5nqeJ9ZcwzCE80QYhluHs2lo8OTkBKZpQlXVxIQ+kmXIsgzDMIQcbxPUbZZlGYwx3N3dIYoi\n4QQCYEGiQSd6hzQndF0X1nvL10dF9L7uIu8rD8JglXNOgegaABnAw/XkycjYAg1uGIaBMAyfnMvC\nod2Pp0Lm2ZyRBtM0EUWRCMbQNE0Mor0rOOfodDrwfR9nZ2c7W8UFQbCwEdj351Ms9raCmbrMqqqu\nBIxwzmFZFvL5vLCHI3mcJEkwDAO+74ukvHWb3CAIMJlMUCwWwRiD4zgol8tbu+g0xJdmI1QoFITe\nej6fIwgCaJqWWDT7vo8wDA8+0SPrPdu2F/5c0zQh33iX78XHxsaePGPsH2HRZm6ZCMAYwK8A+FHO\n+Sf7XMSboJT/C8CXA/ibS44cGRmPhrjeN744Hsu/9F3DOcd8Pl85rnwfiXs2v8/67oz1kLuEYRhi\nPYgXSO9i48k5R6/XE9Zy+5wYUXdynzAT8oK2bXurFpiwLAuu6yamE1Lx2Wg0hMzA8zzxPFOCYK1W\nQ7fbxWw2S0z2I8u6er2O8Xgs7CW3Qc/ffD7f6nLBGEO9XsfV1ZXQR9O/Y4wtWOMdomeOUygUoKoq\nxuPxyrpdrVYxm81Etz9jO9uELF+f8n7+FIDvZox9J+f8B3e9CM55BOCrGWMVAD/LGPuIc/4x/f33\nfu/3itt+9NFH+Oijj3b9ERkZbwXP8xBFkSioZFnGfD7fKX71IUNxr++znpmgL9XhcAjf97Mp9IwV\nLMsSx/0EbaA9z3snnyOylqvVantt9qIogmmaohjb9d+2223M53M0m81U6yJ1mXO5XOJmnXyOSUbB\nGIPneeK2VNTSujUej4VtJDGfz4UbjiRJwm4uzaZGURRhJ5dmA2AYxoJ8pNfr4dmzZ1BVdaHTPJ/P\noSjKwXpj0tL3+33h+Uzkcjnk83lMJhNhRfc+8vHHH+Pjjz9Oddttr8Yf2fL3El6nAv5+AP8+gP+W\nMfbLnPNfTPXTl+CcTxhjP43XqYIf05/Hi+aMjIdMPPKUfIyf0jBgpmdepFQqYTQaYTabZZ2ajBUm\nk8mKLlZRFEiS9E50zWR5ViwW936/mqaJMAx37jKThtp1XTSbzdQF+3Q6he/7aLVaK11m8jnO5/Oi\n4KOhP4LkD6SHbrfbsCxLOH6Qe4csy6jVakJOs8vj03VduGtsk3NwziHLMhRFgWEYsCxLvE+Wi2b6\nHjkU2txTwmGcWq2Gm5ublWHB94nlZuznP//5tbfdWDTHu71b+J8ZYz8E4JcAfCeA1EUzY+wEQMA5\nHzPGDAD/CoD1V5yR8YCZz+diQQReL6aWZSEMwyehAXYcB6qqZtPWb8g8mzPWMZ/PMZ/PVyzUaDDt\nbRfNZC2n6/pGH+RNkNyEBszSEoYh7u7u4Hkezs7OUsu7oijCeDyGYRiJG3XHcRCG4cL9JT23+Xwe\npmni9PQUmqZhNBqhUCiAMQbLskTnmzyadV3fKVDEMAyYpgnP87b+O+qMU9S1YRgYjUbI5/MIgkDE\navu+f7QTSkoCnEwmCIJgYf3WdR2GYWA8HqfScL/vHK0Xzzn/VQB/H8DX7fhPWwB+jjH2ywD+KYCf\n4pz/w2NdV0bG24SGAGnhieuaHzukZ86kGYuUSiX4vv8kXuOM4zGZTITt2TJvu2iOW8uti6ZOAyXM\n7RKAEgQBbm9v4Xleon3bJqjIWzcouCzNAF4/t77vLwz85fN5ka5XrVaFb3YURUL6USqV4DjOXsUq\nrYlp1gBy5Tg7O0MYhkLiQk48YRgeTc8chx5TkltGtVoVw50Zmzm2gOULAM52+Qec81/lnP+LnPOv\n5px/Fef8+458TRkZb4WkpC8qoJ9CQXWsae6nRtyzOSMDeF0oWpaFUqmUWKCSBdrbcC041FqOoC7z\nOhu2JKhgDoIArVYr9b+j66bhtaQ1J+6aQf7MNzc3YIyBc74gdSCZg23bKBaLYjBuMpnA933hNT2d\nTiHL8s6DzqqqQlXVreu87/twHAelUgm6rqNYLIrBRM/z4Hme2IBLkrRzfPa2aywUCkJ+EocGVcfj\n8ZOzSD02xy6adQDv3oAyI+MdQJ7M8YWOFj7SOj9mMj1zMplnc8Yy1M1b17Gk7uLb6DaPRqO9reXi\nuK6L+XyOSqWS6gjf933c3t4iDEO0Wq2d1w0q4Or1euLfkzSDtMm2bWM+n8NxHACLzy1Zz9m2vRAy\n0+v1UCgUhC2dbdsol8t7deIpuGRT0Wma5oIrR61WEyEphmGIWPK4o8YxqVQqCMNwZYNPseSe52UW\nmls4dtH8hwB86cj3mZHxKKCicrk7QMOAj30H7zjOUaa5nyKZZ3MGkcZdIu6gcZ9QgVQsFg/e7I7H\n47Vyk2Vs28bt7S2iKMLFxcXOp1Nxz+R1hf5sNhPhIsBn6y+ttUm6Zt/34fs+SqUSPM+D4ziiKKfg\nk311xOTXvM6Xn4YWDcMQa6imaSgWi5hOp6jX62Io8b6cVXK53Nqwk7g13WP/rrpPjlI0M8Zkxtj3\nAPi9AH76GPeZkfHYcF1X2MzFyeVywr/5sRLXM2eDIqvEPZsz3m/SuEtQzPN9F80U5rGLBjkJ0gBv\n68K6rovb21vc3d2BMYZWq7WXxGA0GgHAWocP2qDGXTMcxxE/KylshKQhtm3D932R6kd+ybTR2bcp\nQMU7dbqXIb308qaDHqPrusL+LQiCeymaqcueFHZC3WaKR89IZlu4yQ9jc7iJBKAB4GsAnAK4BfDf\nHO3qMjIeCVQUJ3Vz4kMij1UPHATBvS3kT4HMszkDWHSX2FQsvg0HjSiKMJ1OUSgUDg5X2taF9X0f\nw+FQdH8bjcbeMgfP82CaJsrl8trPkeM4iKJISDN830cQBKhWq3AcB/1+f6VJQbpj27ZhWZbwSyZ3\njjAMD3KroFM4krAsY5omZFle0XVTyiG9VpZlwbbtewvEoo3BZDJZ0W6TheZ4PN5Jf/4+sW1L9W07\n3NfPA/j3OOf9A64nI+NRQkVl0hclmd8/5k5zpmfeDn3hmKa5VoeZ8bShbuK2WGjg9dG8aZqpvH33\ngeKRD+0yxyUey13YIAgwHo8xnU7BGEOtVkOlUjnIXnM0Gon7Wsc6aYau69A0DYPBALZtr1h95vN5\n4cncbDYRhiFGoxEcx4GmaQc1BRhjQpe8/JqGYQjLstZuJKrVKqbTKTzPgyRJopN+H77J1G0eDAbC\n7Sn+d9VqNTEIJeM124rmb9/y9xGACYBf5py/PM4lZWQ8PuKhJknEh0Qeo7zBcRzIspx1UDdAYQUU\ndPIYX+eMw5hMJlAUJZX7gqqqwmLs2HMCURSJ+O5DC5/pdLoi8SD/ZNLGlstlVKvVgx/HfD4Xn591\nhXcURcIFgz5j5I9P3VnDMDCZTITkgaAwkUqlgnK5jCiKMBgMYFkWPvjgg4M/s+TZ7vv+QqfYsixw\nztfqwRVFQaVSQbvdRhiG4tTqELnIJmiDP5lMcHp6mvh34/EY5+fnR//Zj51t4SY/8pauIyPjUeO6\nrjhyTSKXy8E0TQRB8CgLz0zPnI5SqYROpyNCCzLeH0j3m6bLDCwOAx67MJrNZgiCAM1m86D7IYlH\nPp+HpmlC+zsajYRzRa1WW1n3yC6uWCzupGkeDoeQZXljd5z8lUmaAbze1MfXp1qtJuQi8aLZ8zxw\nzsVtZVkGYwy+7x/l8xqX4sWfE9M0kcvlNkouqtUqut0ufN9HrVaDZVkYDAY4O9vJxTcVNNBJ0OdM\n0gAAIABJREFUA4jx9x8FrwyHw5VOdMbx3TMyMt5LtlkE0WL6GCUaQRCs+E9nJEODSdlA4PvHZDIB\nY2yjLtbzPOENfF8OGqTTzeVyBxeCVHyXy2WYponr62v0+31omoZnz56ttbGbzWYYj8e4ublBp9NJ\n9Rht24bjOKjVahu10LPZTCRxAsnrU7lchizLGI/H4s/CMMRkMkE+nxf+2EEQAHjd1CDd9iFQWmp8\nkI4s5Eql0sbNFMlN6NpqtRpms9m9OfKQ9CPpcZOMJP78ZbwmK5ozMg6EhgA3FZWapkGSpEcZcpLp\nmdOTeTa/n5Dut1QqrZUVcM7R7XbR7/fx6tUr3N3dJboYHEo8te+QkyEqvhljGA6H6Ha7kCQJrVYL\nFxcXGzuQ8/kciqKgWq3Ctm1cX1+LLuq6nzUcDqGq6kZLO5JmUAQ2/SxgURonyzKKxSJs2xYF+2g0\nQhRFaDab8H1fDBwyxlCv14XrySEwxlYsRulnxDvj66Dviel0imq1KvTZ97GWUEgNyW/iyLKMcrks\n3ksZn5EVzRkZB0JHftum5XO53KMtmiVJurdp7qdG5tn8/jGdTsE53zi4Zds2XNdFvV4XCXTz+Ryd\nTgdXV1fiOPwQj1wqdCn97RDG4/HCNZ2dneHy8jKVqwI1Eer1Ol68eIFKpYLZbIarqyv0+33R4SUs\ny4Lrulu7zKQNjheg69LzyuWy6C57nofpdIpyuSxeI9u2hfTk5OREOJ8cimEYovvNOYdpmsjn86mG\nI0km4jgO5vM5Tk5O4Pu+sOA7NhR2khSfTc9T1m1eJEspyMg4kHWhJsvouo7xeIwoivayYnpXLOsF\nMzYT92xOEwSR8bjhnC/oftfdZjQaQVVV0QGuVqtQVRWDwUAchdNtCoWCCPbY5XPnOA5c10Wz2dz7\n8+p5HobDoYjevri4QLlcTn1/FPBBMhWyoKtUKhiNRphOp5hOp6hUKqhWq5AkCcPhUAR9bMKyLCiK\nsrDWrpu3MAwDqqqKolmSJDFgqGma6DyfnJxA0zQUCgVxXYe4f8R1zb7vi8G+bZADU7lchm3bGA6H\nuLi4QKlUEkEvx9YXkzXiZDJZkY8oioJSqQTTNFGr1bJQqzc8nm/ujIwHiuu6qZLydF0XISGPBQoJ\nyPTM6SHPZrIfy3jakO53U5c53kmNFyZkkXZ6eooXL16g2WyKQu/6+hpXV1cYDAapE0XH4zEURUkl\nBVgmCAL0ej1cX18L3TB1iXcpwNc1ERRFQbPZxPPnz1EsFjGZTPDq1Svc3NzA87ytA5RhGK64ZoRh\nuFYap2kacrkcHMfBeDxGtVoVxbBhGJhOp1AURXTOq9VqYsT0rpCueT6fwzTNhZ+xCXreaPNFkeCN\nRgOSJKHf7x89qY/s5ygdcRkayKQOfJYUmBXNGRkHs20IkKDbPKZhwEzPvB/UtckGAp82dKSvadra\nzwh1mZM6qcsOGuVyGa1WCx988MFCAX1zc4NXr16h3+8L68plqMiqVCo7nWSFYYjBYIBXr16JUJFi\nsYhCobCXTzA5Ca3riqqqitPTUzx79gyGYaDb7QrpyibtLkkz4rKTJD0zoWkaFEURwSfxbq+qqvB9\nf2HdzuVyyOfz4jRwX0jXbFkWLMtaKPI3QTITitlWFAXD4RCSJKHRaIgi/NiQ/3aSNIVOPUajEV6+\nfHlvMpHHRFY0Z2QcAB1Fpjk2o2PBx9Rpdhxno5VeRjJxz+asO/N0cV0Xrutu7MZalgXP8xK9u9c5\naNAgFhXQp6enwuHh9vYWL1++RK/Xg23b4v01Ho/Fv0sDeS1fXV2J4//nz5+L4b1NQ42bILu1bYU7\nhYkUi0VUq1WMRiO8evVKRH8vY1kWVFVdkWasK9AlSVpwx1h2tKAY7TjH6jbrui7CVdJKtKj5oqqq\nGBx0XVcU3oZhYDgcrujBD4UcX+JDk3FoWNA0zaMPrT5GUhfNjLG/zxj7ZpYJGzMyBNQ1Tqs1o2HA\nx1JIkV7wMWmwHwqlUgm+7z+qTVLGbkwmE+HUkAS5QpBmdhlJkqCq6kZLNvLUPT8/x4cffoizszOx\nIbu7u8PLly9xe3srCt9tn1XSYJP0I5fL4fLyEqenp6KzDWCvLjM5CaVZD8nLuVQq4cWLF7i8vISm\naej3+7i6uhLDlXRbx3EWXDOAz+Ytkh4zSctUVRVhJ/Tns9kMxWJxZS3WdR26rovQln3RdR2e5y0E\nrmwiiiIhgyMff03ThPYaAE5OThBFEYbD4d7XtQ7SrC93m+fzOQaDgXgM204D3gd2+Sb84wD+NwCf\nMMa+mzGWRcVkvPfQUWRaza+u62KBfOhkeubDyDybnza+78OyLJRKpbWF6mw22xqrrWla6vWALA3P\nzs7wwQcf4Pz8HPl8HsPhEKZpYjKZoNvtJloecs5hWRaur6/R6/WgKAouLi7QarVEkUvhJYVCYa8Q\nJt/3EUVRqqKZZBAUOa/rOi4uLnBxcQFFUdDr9XB1dQXTNMWJTXxzEi80190/uWqUy2XM53OROBhF\nERqNBnzfX5g7oAFN3/cTHSXSEkURoihKPTxHxXu8aA7DELVaDZ7nYTabQdM0VKvVe+n40sYsbrtn\n2zbu7u4gSRI+/PBDodN+35sAuxTNXwPgvwPQAPCXAbxkjP04Y+wb7+XKMjIeAfP5HKqqpu7EPqaQ\nE7KayvTM+5F5Nj9tKBRiXUeWtMyklV0H6Wt37WxKkoRCoYB6vQ7DMNBqtVAqlWDbNtrtNl6+fIlO\np4PZbAbbtnF7eyscMc7Pz3FxcbHy2aaiaZ8uM/DZurZtox0EAabTaaIjhGEYopiXJAndbhdXV1fg\nnC8U8vFCcxnf94UjhCzLohs9mUwwmUyg67p4jMsDcPl8HrlcDuPxeO9uMxW5aSGZCV2nLMvwfR+F\nQgG5XA6j0Qicc+G40u/3j76mVCoVcQphWRba7bbYWBWLRZRKJbiu+95LNFIXzZzzf8Y5/7MALgD8\nRwB+DcC3APgZxthvMcb+c8bYYZmdGRmPiF2OIglFUSDL8qPYrZOeOYtR3Z/Ms/lpQvHShUJhbTfR\nNE0RibxJ1ahpGjjnezutUBLh6ekpTk9P8cEHH6DVaqFYLMJxHHQ6Hdzd3YlY7WfPnq3IHIDPhhpJ\norAPNMy2rUtNRWCtVkv8e8YY8vk8Li8vRRjJfD7H7e2tGAiMF5rLDAYDMMZwcnICAMLKbTwew3Vd\nlMtlqKoKTdNWikDqNlMs+q5EUYTZbIZSqST8mrexrAOnjRQFr/i+j+l0CkmShHdzr9c7qsxP0zTk\n83n0ej20223kcjnR9Qdey0MYY+/9MODOQkXOuck5/1uc89+Lz7rPZwD+CoArxtjfZYz94SNfZ0bG\ngyMIAoRhuNMXTDwx6qFDgymZnnl/4p7NGU8H0zQRRdHajmwURRiNRtB1favd2CFx2mEYio4tFapU\ncDabTXzwwQe4uLjA6ekpnj9/vtFvOZ4kuC/URNi0SaAkPipcN8EYA+cc5XIZFxcXiKII7XZbaLiT\nBg4dx4FlWahWqzAMA4wxeJ6HcrkM13VFBxd43VV2HGela0vylH26zXSyRBuCbWt9UqIsFc3A6857\n3OM/n8+jXq8LTfuhKYZxKI2QMYZWq7UwCJrL5VAsFsVm8H3loG/DWPf5jwK4AaAB+NMA/iFj7NcY\nY99yhGvMyHiQpA01WUbXdWGD9FCJomhrNHjGdjLP5qdHmo6saZoIgmBrlxmAcEvYp2gmp4l1hS5j\nDIZhbNRdA589JopW3odtGmNiNBqJbm4aSOpQr9fx/Plz0XkeDAawbXuhKOWcYzAYQFEU4WiySTNu\nGAY45ysSDbo+svHbBdM0RRy4LMtb/73neYiiaOF5UxQFYRgiiiLRbSZJCwDUajWcnp6K7vuhawtJ\niUzTFJZ3Se9bGkbs9XoH/bzHzN5FM2PMYIz9GcbYPwHwCwAuAfwKgP8MwI8C+J0A/h5j7DuOcqUZ\nGQ8M13X3ipd+DLrmTM98PDLP5qeFbdvwfX9jl3k8HkPX9VSfnzQOGut+DklEDrWEdF0X8/l85yCT\n5fvgnG9sIriui9lshkqlkmpILggCzOdzMQBI9mjNZhP5fB6MMdzc3ODu7g6u68I0TbiuKwJBgM8G\nLafTqTj5oSE/0hAnFbbkX7xLjLTv+3AcR2xS0pwqJnlNq6oKzrlorBiGseIhXSqV0Gq1EIYhbm5u\n9j69JIeX4XCIcrmM58+fr3X9IQ06pSy+j+xcNDPGfhdj7AcA3AL4IQBfjddF8h/gnP8ezvkPcM6/\nFa+L5i8C+K5jXnBGxkMhzVFkEhSN+5AlGpme+Xhkns1Pi8lkAkVREi3kgNcDgkEQbE24i7NP0UxD\ne4fIKQjyeD4k9j3NEOBwOIQsy6kHDam4Xbb0o472hx9+iEajAdd1cX19jcFgAF3XF14bTdPEYGC5\nXBb2c5xzESYS97smJElCpVKB4zip12rTNMXpEvC62N12qkjD5PFNBMlW4h3ker0ubPoIGpqUJAm3\nt7c7O35wztHv9zEej8VmpFgsQpblxLATet+HYXgv1nePgV18mr+VMfYLAH4VwH8KYAjgvwDwjHP+\nrZzzX4zfnnP+CsD/BODFEa83I+NBQPKFfYpKskF6yEUzDabsE26QsUrm2fw0cF1XpO4lFcTUZTYM\nY6dTGk3TEARBakcEzrn4OYdKqHzfh23bKJfLB80vuK4LVVXXrhmO48C27YU4621YliW6w8v3pWka\nVFVFtVrFixcvUKvVoCiKGFgjqGj2PA/VanUlNjqfz69YzxHlchmyLKfqNnPOMZvNhLwB+GwDsU6i\nQQONy98j9HjjxXYul0OhUMBkMlnQMWuahsvLS+RyOXQ6ndQ6bM45ut0uptMpqtWqeN4kSUK5XBah\nPHFIL68oCizLei/Xs10+IT8C4GsB/DSAPwbgd3DO/xrnfLDh33wBwD/e//IyMh4mnuettTtKg67r\nD9YonhbyTM98PDLP5qfBZDKBJElrO7LT6RRhGArv4bTs6qAxm80QBMFRuszUUUybJLiOpOKPIAkA\nRYWngTaZy13mpME5SZKE5jmpACVXD+pCx2OjaXOT5JSxqYBchuYW4u8NajysKy6DIEAQBCtrrSRJ\nkCRp5f1Qr9fFhimOLMvCMWUwGKDf728snKMoEnaEjUYDjUZjYaNBA6OkoY6j6zoURYEkSRgMBvd6\nevYQZ392KZr/KoAv55z/Cc75P+ApninO+Y9xzjMnjYwnx65JgMvoug7O+YPUhWV65uOTeTY/foIg\nEFZiSZ1S6jLn8/mdN5y7OGhQ0ZTL5Q7+jFJkNOl392Vd8UfQwF6tVkvdzSapwbIMhpoNaZ9j6uCT\nlI4KYYqNXmc9R1QqFUiStLXbPJvNIMvywiAluSWt6zQn6Znp38UdNAhN01AsFjGZTFaKSUmScHp6\nimq1iul0ina7nbjWkAOJbds4OTlJ3HgpiiKcMpbdOXRdFx3n+Xx+b77NnHPhlPKQZG27FM0/CGDj\nu4YxVmaMZXKMjCfPfD6Hoih7f9FQsf0Qj7fWLeQZh0GezYckjWW8OyjWeV2nlI7N13kPb2IXBw0q\n9qrV6t5De8R0Ot3ovpGWTU2EeJT4Lpppy7IWEvIIWp/SbhhM0xT++MRybDQVgElFpizLKJfLIt0x\niXg09/KmYJNbEnXAkwY5k4pmAOL9laQ5Zoyh0Wig2WzCcRzc3t4u/NwwDHF3d4f5fI5ms7lRW16p\nVERCZByayaGI8PvqNruuC8/zDk5nPDa7FM2fAPjOLbf5jje3y8h40myzY6Po03UoiiKODR8apBfM\n9MzHJZfLQdO0B/UFkJGObU4VYRhiMpmgUCjstdncZo1GUJdZVdW1g4hpoceUz+cPdt+goJGk+zFN\nE57n7TQY6XkeXNddkWbQz0q7PlExSzMFVNzR0ONsNkMYhsjn84nWcwQVl0mFKgARuJK0KaDiPmmt\nJxlc0vOiKAqCIFgpSMkW0DTNtcVquVzG+fk5fN/Hzc0NXNdFEAS4vb2F67o4OzvbuoGhkwwamiRo\nJodeU9/370V2NpvNxHuKwnAeAveRWnDY1jcj44EThiF8398ozRiNRuh2uxuP4smO6KEsBkCmZ75P\nMs/mx4tlWQjD8F66zMS6zmKc+XyO+Xx+lC4z6aL3jcyO47puYtDILiEvy9fGGFvZGFBhm3Z9otMB\n6prGu67lcll0Usl6bp3UQFEUlEol4YyyjGmaYlO8DD0vywV5GIYbfa2XbefilEolhGG4URqRz+dx\ncXEBALi6usKnn36KIAjQarVSb7iq1aqQJcWh7y4aRB2NRkeVndFQJcXEP6Ru87GL5jMAWV5sxpMm\nTagJFcObOke6riMMwwc16EBG+5me+X4oFouZZ/Mjg4I/NE1L/FxQl5k8bPeFXB42FR/j8VjoTQ+B\nHtMxdNFJg3nEPvZ7nHMhzViWvyUFgWy6n+l0CsMwRJEYX4/jnVQAa63niHXdZs/zMJ/PhR/7MutS\nYLdZ9CXZzvm+j9FohNFohCAItq4juVwOzWYTlmWJ5MhdXm/DMKBp2kq3OZfLie+3RqOBIAjWduH3\nwbZthGGIYrGIfD6PXC73YLrNGwWZjLFvA8DxWff4qxlj35pwUxnABwD+Xby2pMvIeLK4rrvRw9j3\nfTHwtalrG9c1b4uTfVtQNyTrNN8Pcc/mNGlxGe+e+XwO13XRbDYTXy+y+DqkywwsDgMmff5c14Vt\n2wvBHfviOA48z8Pp6enB70EqZJfXQ/IUzufzOxVqnufB8zycnJys/N02PTO5GjHGYNs2XNcVFne0\nHlO0NmMMlUoF7XYblmUhn8+LKPF1HeNCoSAs2kgeQt7MmzYyhmFgMBggCAKxESBJy7rvEfpOIG3v\nbDYThbYkSYiiSJyArJOquK6LbrcrwmQoInvZLWMd9Bz1ej3x3AGLAV2VSgWFQkF4PR9D1hcfqmSM\noVarod1uC6nNu2TbFNMPL/3+T775tQ4bwOcPuqKMjAfOuqNI4PVx5O3trTg2syxr7ZAN3Qd1KR4C\nSUb7GcelVCqh0+ksfAllPFwmkwlkWU4siija+BipfNuK5vF4vNHubhcooOXQjjWwfgiQJCu72u9Z\nlrW2CHUcZ+36RAEnhGmaiKJoobh1HEe4YDDGwDmHaZpiiI9cKeKFNd0W+OxU4dNPP0WhUABjDI7j\nIJ/PbywW6fWMW+iRRV/S90gYhrAsC7PZDI7jwDAM5HI5NBoNFItFeJ6H6+vrhYTFpOeq3W4LOzpF\nUTAYDMRjPD09TbX5KhaLGA6HmEwmYr2iIXhKkazX67i+vsZoNErc7OwCPXYa1gSw0G2m07p3xbZv\nxm+P/f8PAfjJN7+WCQEMAPwfnPP0mZMZGY8MOopM0oS5rotOpyM0cuSUQJ2PZejY7qHEaZOeeRft\nYcbu0BesaZpZ0fzAoeCParWaWGDQsfWhXWYAwvs2SdLleZ7YgB/ayYt3rI9RfLiuC1mWF07L6Lh+\nV8kKaVl1XV95nNvWJ2pUnJ6eIggC0WUuFotiDfZ9X3gd032qqorJZAJd10Wnmq6Zc75wW3qcs9lM\nOJ7IsrzVfYSKYyqa6bHEi10qFi3LguM44poNw8Dz588XNmWyLKNQKGAwGGA6nS4UmPRctNttqKoq\nCmYAODk5gaqqGAwGuL29xfn5+dYGCVn0jcdj+L4vXue45ETTNJTLZXEth2wgaagyvml6SN3mjc8W\n5/xH6P8ZY38GwE9wzv/7e76mjIwHi+/7CMNw5YvANE30+33hx0sL63w+RxAEa+UXNESx6YjtbUGP\nLSvk7hdJklAoFDCbzRBF0cFH7Rn3x6bgj3hheGiXGfjMmzepaD5WAAnd17E61sBnHVMq2silAcDO\nmwmyGEsqQml9WicdI1eNUqmEfr8PXddxdnYm1lWSi5DvMlGr1RBFERRFwenpKSaTCZrN5trPZaPR\nwM3NDSqVSuohymW/ZvLCJzed2Wwm9NSUclgoFDAcDhEEwcr7izGGarWKyWQi3EnoO2k2m6Hb7ULT\nNLRarZXvFZJqdLtd3NzcoNVqbX3/UtE8mUxEJ1nXdTFMqigKqtUqTNPEaDTC2dlZquclCdqQLH/H\nPpRuc+rVmnP+UVYwZ7zvLA9vRFGEXq+HbreLXC6HVqslBulKpRKCINhoK0cDFQ+h25zpmd8emWfz\nw2db8Acd8x+jy0zQMGAcGvgql8sHy6a2BbTsShRFC05Cvu/j9vYWYRimKsaWWeeaAWzWM8ddf8gR\no1gsLjzGdamLtIGwLEvcZp31HPB6fdR1PXVcNWEYhtgUjMdjWJaFbreLTqcjtMGXl5d4/vw56vW6\ncONIsp0DXheRxWIRruuK5L7pdIputwtd1xMLZqJQKAhnjZubm60BJUlhJ3HJCd2mUqmIZtE+BEEA\nx3EShyqp23xfFndpyVocGRk7QGb0ZA91e3uL6XSKWq2GVquFMAzF8R51hZKiSAny6HwIfs2HBrZk\npCfzbH74kCY2qZtIWuZSqXTUIV4qkuIpbNRlPoY13DHvC/isY0rShtvbW0RRhFartfPmm6QZhmEk\nFnuO46xdn+KuGvS6LXflN6Uu0vPhuu5G6zmiVqslWrFtemzkCvLJJ5+g0+mIa7y4uMCLFy/QaDRW\nPJsVRUEURSupfMBnQSayLGM4HGI0GqHX68EwDJyfn2/dFOVyOVxeXkJRFLTb7Y3fU8BnYSd0u/hM\nDkHyoeFwuJfTBRXD67T21G3edcNyTNZ+OzLGPsFr54xv4Jx/Evv9VjjnX3ak68vIeFC4rotcLgfb\nttHr9QAA5+fnojMSH4phjEFRlI0LK6VBveuiOd6pyRwd7h/ybB4MBgs6wYyHQdyuLEmTOxqNABy3\nywwsFnaGYSAMQzFoeOh7hDqwx7gvgtYtxpiQZLRarb2s9yiAI2lwcNv6FE8xbbfbohscZ1PqoqIo\nQjJF6/u6WRQA4n0xHo/XSgXommmgj6LGKYK6XC6j2WxufE7itnNJm4V8Po9CoYB+v48wDNFoNHZy\nRFEUBRcXF+h2u+j1egiCYK2rTy6XQz6fx3Q6FRKXXC63cEoqSRJqtRr6/T5s294pgCeuZ1/3/oxr\nm+n05W2zqdPMsBhUwt7cftuv7Bs340kSRZGw/2m321AUBZeXlwsLA+nqptMpbm5uYBgGHMfZGnJC\nHZt3BS3omZ757ZF5Nj9cbNuG7/uJHVk6Hj6GXGKZ5W7osWKuAYij9WN1mYHP7Dc7nQ4YY7i4uNjb\nq5qkGUmDfrQ+bdIz0+mf53mJxdS21MVKpSI6ukEQbAyaIU0xDWgSJLUbDAZ49eoVbm9vxcBvq9XC\n2dkZVFWFJEmp1tokr+Zl4v7e+1gIyrKM8/NzlMvlraFcy2En9N0Vv325XIaqqjt3m8lqcJvW/l13\nm9d+4jnnH276fUbG+4ZlWcIZo9ForPilxrshnU5HLN5BEMCyrLWLga7rmEwmC8Mcb5tMz/z2Ic9m\n0zTXdndoE5YNC75dJpOJiCtehrrMxyhkl5FlGbIsiyKIorkPXRcozCSpA3vIfZJ+tVwuo9Vq7d3B\nJunCOuu2bXpmsn2bTqfCWSIJTdPW6pVzudyCg4Zt2xs12dSxH4/HCwN9vu+L4r/RaCCfz4vPb7zh\nkuZ1UBQFjLHEACzOOXq9nogb931/49D5JhhjC84aQRAkSjx0XRcFa6lUWpjJodeGMYZ6vS6cpNJ2\ng8nvelt3+l13m7OVOCMjBY7j4ObmRgy4JE1X03Q3FcmUwkRav8lkIr5k4slf8ZCTd8V8Pl+xjcq4\nfzYNi9J7rtvtPogkrPcF13XhOM6KjRcAETJBDgTHJu6gQZ3hYxTnFNpxzELfNE2RlHhxcXHQ2kEu\nQ+u0rI7jrF2faN1VFAW2baNcLq/dZCZpxgkK8gjDMJWumbrNruvi6upKpDU2m0188MEHOD8/R7FY\nXLgWwzDEYF+a54skfsud5iiKRFHaaDTwwQcfIAxD9Pv9rfe57fGcnZ3BdV3c3NysdOXpNmTFGA85\niVMoFHaK1962aVrmXXabs4mfjIwNUIdmOBwiDEPUarW1x5sksXAcB77vL8RoU5jAMrIsiwW60+kg\nCALRbZJlGYqiiNvcp9Y40zO/G9Z5NpMrC2MMlmXtrA/M2J9Nlmyj0UgUDvcFdS193z9aZ3hT53wf\nLMvC7e0tJEnCs2fPDt5AWJYFSZLWXl8aPTMVbps6j8ua8WUKhQIURRHR2NssIUulEjzPg6qq4t9u\nIpfLIQzDheCUbdAmirynPc+DbduYz+c4OTlBpVIRw+e9Xg9nZ2cHnUyRW0y73RZezvH3YLzDfnl5\nCVVVVzb91G2mQfltnxfHcRAEwUowCg0dLr+m77LbnPqdzhj7bgDfA+ADzvltwt8/A/AJgL/EOf+v\nj3eJGRnvhjAM0ev1YFmW0J9u+tKhbglNO8uyLI6zgiDA8+fPwTkX3egwDMUvRVHgOI7QMC5DJvpU\nRC8X1fH/37XwJf3eMbWOGelY59lMR6StVguDwQD9fh+GYWQyjXuG9JpJccCkX61UKvfqqU4SAlVV\nD05XA16vS1RgHWNTTD7ANMx66BwEyTziMoY4tD6tK4wojtq27a0nANuKZsYYyuWyON1xHGfjZpVk\nDWmhtX1Td5Rs8TzPg+u6ME0TlmUtdH1VVcXp6anY2DHG0Gw2cX19jfF4vHMK4zK6ruPy8hJ3d3e4\nvb3F6empOAWgjny/3xebmaTBScMwRLz2NotD0zQhy/LCaxIEAW5ubsRzsvz9lM/nhfVfkkXdfbHL\n9vBPAPj5pIIZADjn14yxnwPwrwHIiuaMRw2l+9HuN5/Pi8nqdcQ7zJxzYRckSRLCMBTavyRyuRwG\ngwGeP38OSZJWiur47+k4P4qilcVXURRxH2mJT55nvH1KpRKm06ko1mzbFt0ZwzBwcnKCm5sbjEYj\nNBqNd325TxrqbCVtIN9Glxl4XRCRS88xOsMUS32MMBPTNNHr9ZDL5cRA26HFiuM4CMMjoYgyAAAg\nAElEQVRwrTRjk56Z/p6aFNteG2owrBsGBCAG4mzbPvoJD9l6UvOEEiCpg0z/peKanltZllGr1YRr\nR9L63mw2cXd3h263u3ZGYhdUVcXl5SU6nQ46nY6Q99B7aTQaYTweI5/PwzRN+L6/ogGneO3xeLx2\n7YqiCLZtCykLSTVubm5EMX1zcyMcTgjqNt/d3b3VbvMuRfPvAPCjW27z/wL4t/e/nIyMdwvnXKT7\nybKMi4sL6LouJqTXFZYUgSpJkpgmJh2epmnCOmrdBztuFJ82YYwW3nghPR6PF4Yy0uA4jrC+y3j7\nkGczBTL0ej1omibszHRdR7lc3iuW+DHg+z76/T40TXunmwLyoM3n8yt6U9d1MZvNUKvV7j25kz7T\nhmEcpXvmOA50XT/4lGI6nS4k7b18+fIohQqtm+vWrE3rE0kWfN9HrVbbKo/Y5qABvC5QKexkNpsd\nrUNP7y8anPv000/BGBOND3qMpVIJmqaJjYnjOGi326Kzuum66/U6+v2+OB09FHLW6Pf7GA6HYtMY\nj9amzZjruiuvET2eyWQiXDWWsSwLURShVCphPp9jMBjAcRzYti18uefzOT799FN87nOfW9hIGobx\n1rvNu3yKDACblfHAHMDbN87LyDgCpCMlg/hnz54tFLO04CZBR6CKooiimY73aCHfZB5Pvs67JAPS\nkEgul0OhUBBdgE1pVuuuPdMzvzuoczOfz9HpdBCG4cqgab1ehyRJ6Pf7T2YokOYFrq+v4TiO2PC9\nK2az2VpLttFoBFmW713CRP7QJLU6lDAM10oRdmEymSwEZ9Aw26GnU9RVLBQKa4v6TeuT4zhi3U17\nAkBF86bPEUlwlmURaQnDELZtYzweo9Pp4OrqCp9++qk4vSQZX6VSwdnZGZ4/f44PP/wQl5eXODk5\nQblcFh1lKjSTHDSWaTabwgLwWOuEJEloNpvC6YegDZNlWZBlee0gO3W9h8Nh4t+bpglJkjAej3Fz\nc4MgCJDP58E5R6lUQrlcFlkGn3zyycIa8S5SAnfpNN8A+Nott/l9b26XkfGo8DxPHEHV63VRgBK0\ni163sE8mE4RhKLrKwOsPdBiGwpjetm0EQZDYDWGMQdf1gxw0qKu9y33Ql+oxjm4z9qdYLKLT6WAw\nGCSmqcmyjEajgW63+85M/Y+J7/vo9XrCKqzRaOD29lY8/re9gaMCnmzH4lBARb1ev/cuM22+yVXl\nGPd3aHE7Go0wHA5RLBaFDzCtMYeeeti2jTAM10ogaH1a1zWdzWbwPA/n5+ephxE1TUMURRvt2TRN\nE9pm27Y3Pk7qdsclFvHXTlVVaJqGQqEgOuIk40tzskKPa5NXM2EYhoi7ps/WMSAruH6/L8KYFEVB\nqVSCaZrQNG3thpfitUejEarV6sJz6bqu6GADEIP2v/mbvwnGGC4vL8EYQxRFUFUVs9kMv/Vbv4Wv\n+IqvEK8ddZtHo9Fb6Tbv0mn+BwC+njH2byb95Zs///o3t8vYkafSPXqMzGYzYSd3fn6+ogej47RN\nXzzk1UlemVQE04AKTUBvSgekdKU0Fj3rMAxD6J3TkOmZHwaUVLbJYqxYLMIwDOHk8hiJd5dd10Wz\n2cT5+bmQo9Cx7NvGcRx4nodKpbLypfu2uszA63VElmWUy+Wt3dA00AnZPsUt5xzD4RDD4RClUmkh\nOMN1XTF8fAjUpdzkmgGs1zOTzdsuyYyb4rTj1Ot1MMaEL3cSQRDg1atXaLfbGI/HwvGk0Wjg4uIC\nH374IV68eIHz83Pk83mhyzUMQ3zetyFJUqLtXBIUrR1F0dFPpeg1iH8+6TNBm5t1j4c694PBAMBn\n68CXvvQlzOdz1Go1PH/+HPV6Hb1eD7Zt4/T0FOPxGMPhEI1GQ5wmzOdzfOELXxDPB3WbgyB4K93m\nXYrmvwZgBODvMMb+V8bYn2WM/THG2J9jjP0EgB978/c7DQEyxp4zxv4RY+zXGWO/xhj7jl3+/WOH\nJodfvXq18cOZcXw45+j3++h0OtA0Dc+ePUtcvGkwY90Xj+M4cBxHDHSRByfpCMliKIoijMfjtdej\n67oo0Pdl1/sgveBT08k+NobDoXjPrHvtaFI/iiLx5fOY8H0fd3d3Qhf7/PnzBS9kOobdNUnsGKwL\nxZjP57BtW+g47xPXdYUDRC6XE93QQ9hXz8w5x2AwwGg0EnHPyydvh0q6oigS3rzr7sdxnLVFP50A\n7OqZnbZoNgwDhmFgOp2ufR0sywLnHOfn5/jwww/x/PlznJ2diSHe+MlEvEFhGIYIw0oDpR2moVwu\nQ9d10W0+FpqmQVXVhaJZ0zTk83nR7Fm3dtEgo+M4GAwGuLq6EtHfzWYTFxcXUBRFOLPouo6TkxNx\n8hIEgThdOzk5geM4+OIXvyhel3i3+b7XjtSfJM75NYA/CuAVXjtk/CCAnwLwNwH8qwA+BfCNnPOr\nHa/BB/BdnPPfhdfyj/+EMfbP73gfj5IgCMRkKu3qN3UiM45HEAQicKRarYoPbRK0EKwrLMlQPq6V\nKxaLCxY9NBW86UO9zih+F+iLLO1iOZ/PhZ46491AbhknJyfI5XIb1wBN01CpVGCa5jsNw9kF0uku\nd5eXP2/k7ep53kb9/7EhK7mkUIzhcCg6v/fNeDwWA1ZpC7tN7KtnpmbCZDJBpVJZGYSj+z10o+04\nDqIo2jiwtknP3O12AWBnWz7SCW97bun9GAQBJpNJ4m3oFHGdXV4civqWZVmsuWk/w4qipN5AqaqK\nSqWCIAiOXkTm83nxuhG0oSRv63VomgbbtvHq1SsAQKPRgGEY4mSNJJIUB065B/l8Xrh06LqOKIpw\nfn4Ox3HwhS98QZzsvq1u807bT875LwH4SgB/GsD3A/jbb/77rwP4Ss75P9v1Ajjnbc75L7/5/xle\nO3Bc7Ho/j43ZbIbr62vYto1Go4EXL17AMAx0u91H82X4WLFtG9fX1/A8D2dnZ2g0GhuLRjqKTNK/\nUXJXLpeD53kiQpWGOSRJQhRF0HUdsizDtu21Be0+muRD7uNYQ0IZ+0Ne4JqmoV6vo1AoiGnydZBL\nQK/Xe/CyriAI0G63hU3Zs2fPEpP2iHw+D8MwMBqN3poEZTqdCn/eOHSCVKvV7r3L7Pu+KNzja03a\n7mIS++iZKZp5Op2iVqslro3bmghpmc1mK968cWh9Srp+3/cxnU6h6/peut1tDhpEo9FYkBXEIYek\nQqGwtelAXWV6LJIk7TTDoqqqGB5MAzlVUALtsaABvfh9Uud8XbKp7/vodDq4vb1FLpdDLpdDtVoV\nJ7DFYlEkHHqeJ4baLcuCqqo4OzuDpmno9XpoNBriO7XVasG2bXzxi1+E7/tvrdu880rAOfc45z/O\nOf8LnPP/4M1//xfO+f6f7jcwxj4E8HsA/NND7+uhEoah6C6rqopnz56JndrZ2ZlI4jlkscxIhrr5\n7XYbiqLg8vIylS3Ppm7seDwWgywUUKEoChqNhkhWooUun8/D9/2NR+u5XE582e1LWl3zMYaEMg5j\nMBgsuGWUSiVEUbSx2yxJEk5OTuB53toO2LuGustXV1ciWKPVam2NDiZNZhiGb+WxhWEorP7inW9a\nK2jY6b4h2RZpREkvfEineVc9M+dcDJrW63Wh6V3Gdd29ddIEefNuKjip05hUVI9GIwRBgEqlsteG\nhuZPtq2RdMpAA4dxHMcRndBtUNR3fK0lKVaaQnjXTRTFWFO3+ViQ1Gd57oAG50meCLz+bJEUw7Zt\n1Go1fPmXf7nwwTZNU3Tou92uSFYsFouQZVlsSKg2iqIIo9EIp6enout+cXEB27bx27/92yKx9767\nzQ8mXooxVgTw9wB855uO85NjNpvh6uoKlmWJQYG4hRl5IgJAu90+aCAsY5EwDNFutzEajVAsFlee\n+3VEUQTf9xO/ICg9jLwkSd9G0bc0iU8dCRqk6XQ6a3+eruvCcWNf0uqaDxkSyjgc27ZhmiYqlYr4\nMo17Nm+iUCigUCiI4uEhkdRdThqwW0cul0OpVMJ4PL73x2aaprD+ikNWZm9Dy0xf8qVSaaFwT9sN\nXccueuYoitBut4Uv8abBurjMYF9s294qzVinZyZ7seWwi13QNE0k722jXq8jiqIVyzQaYkzTdEga\nuKZ1Ok0neBfbOQBiA04F7rG0zeSnTQmABEkn6HMzmUxwdXUlvOVpyI+8pB3HEV7S4/F4QdteqVTE\n/dPrSx7utm3DdV2ha9Y0Defn57AsC7/9278tXo/RaHRv9dNa9Txj7NsAcAA/wTmfxn6/Fc75/7DL\nRTDGVAA/DuBHOec/sfz33/u93yv+/6OPPsJHH320y92/c8IwRL/fF4lyp6enaws2TdNwenqKdruN\nbreLs7OzTG96IK7rot1ui47eLrY01O1IWhgnkwmiKIIsy/B9XyzAFGFKR0/T6RSu64rdP/l3Jrkk\nxH2h9w0bieuaN0kvqIOeRTO/feKyjHiBQp7Ng8EAnudtfA80Gg1cX1+j3++Lzfa7hIaaB4MBOOdC\norTP+lWv1zGbzTAcDnF6enoPV/vZBD+lrMX/fDQavbUuM3XUl9cDTdMwmUxW4onTQNKGNK4SVDDP\n53M0m82N+m3ajB9qZUbNhk0F57r1iTaKSfaAaYlrxrc1DShshN6LNJ9i23bqAJr5fL4i8Yuv09ue\nz11s5+LXTVao4/H4aDI8wzBgWdZCAiDpv4fDIT755BPkcjkYhoFGo7Hy/FJxTAP21MgiKzvDMNDp\ndEQGAVEul+E4DobDIS4vL1GpVDCZTNBsNkXGwsuXL3F6eorBYCAaEmn4+OOP8fHHH6e67aaR0x/G\n6yL5FwFM3/w+DRxA6qKZvX7H/W0Av8E5/+tJt4kXzY8Ny7LQ6/UQRVGi/28S5FtKKTxZdO7+kEYP\nAC4vL3fuqq7T71HCHx3zxaNc469XuVxGu90WXp7VahWdTgcvX75M7L5RB+eQYcA0umaadL7vSOD7\nwPd9dLtdnJ6ebj3uf6iQLOP8/HylKCgWi2IomDZgSaiqilqthsFgIAIi3hVBEIgkMsMw0Gw2D3pt\nyNt1PB4LN4ljY1kWgiBYGSSzbVsUkPe9oaR1pFAorDxf8W7orhvotNIrOoGjAc1tm4QgCFZkBrtC\n0oxNGypan5aLHt/3MZvNxHOz73WoqioKt23Q5mkymYhCzHXdjf7SyyQNNJJrUZpOM8V/71I006mV\n53niPX0MKR4V+NTpBT5zmQmCALZt48MPP1y7oYiiCJIkQZIkXF9fo1wuo1wu4/b2FicnJ2JDsvz+\nYIyh2Wzi+voanU4Hl5eX8DwP/X4frVZLnAZ0u11omiZSAtN8hpebsZ///OfX3nZT0fzteF0At2O/\nT8OuYsyvA/DvAPh/GGP/95s/+4uc85/Z8X4eFKTnoSGxZrO508JfqVTg+z7G4zFUVX30YQbvCjKd\n3/X5J9YdRU6nU0RRJPw26Tgpl8stHDmWSqUFj+ZSqYThcAjLshI3RHQceejwhmEYohOetGg8Zj2z\naZqwbRuWZT3Kot+yLJimiVqtlvieVBRFpG8te4YvQ04ag8EAhmG89VODY3aXl6nVauKx3UfgiWma\nwvmAoC6zqqpvpctM60jS+zjeDd2naN4mvQrDEHd3d/A8D6enp6nmO44xBEgytk0/b52emfS5iqKI\nwmsf0sRpx6Gu5ng8RrlchmVZYIyl6t4GQQDf9xO/ww3DwHg8XrtOx9nFdg5YPLUCXj93rVYr9b/f\ndB3khJHP58UGn/yyqau+7vNKz50kSZjP5/jc5z4nUgFLpdKKNCOOLMs4PT3F3d0dBoMBzs7OcH19\njW63i1arBc65mDNijO3UbU7L2qKZc/4jm35/LDjnv4AHpK0+BpZlCQ/CtN3lJBqNBnzfR7/fF8cW\nGbsxnU4hSVKqL4Rl6Chy+XmPogiTyQT5fB5hGIrbUexnXJdI3rvkKUr+nbZto9PpoFgsrnwB6bou\nAiz21Q3qui5iiZPeN/Sl+tiKZvKPnUwmUFX10RXNJNXSNG3jtZdKJXQ6na1Ht+TUcnt7i/F4vLEz\nfWzi3WVd19FsNveWFCUhSRJqtRr6/b4YGjsWNGewfNpDmsl4kMd9EV9HkorQXbqhy2zTMwdBgLu7\nO/i+j7Ozs506ppIkHfQ6W5a1cvS+TJKembrMlEJ3aDGkaVpqrS+9RrZti1/kiLQN2mgkrbVxXfM2\niYaqqjs3U0qlkpAaHbPbrOs6Op0ObNsWn9NqtYrxeIxPPvkEo9ForWTMNE24ris64ePxGI7jCLep\nbVpxsqkbjUbI5/M4Pz/Hzc0N+v0+Li4uxBByGIbodrupu81pSX1PjLEfZox919F+8hOEXqR2uw1Z\nlnF5ebm1U7QJxpg4giY7loz0kHl+sVjc60MThqHQzsUxTRNhGIpjOkoBpMUjDumaGWMLiyfJJ7rd\n7opTxtvwaybN9GPTM1OXVpIk0Ul/TJAsg7SR68jn85BlOZVvu2EYYnDubawR1F2OW2amHazdlfsK\nPElyPiDHDJrgv29oHVm3edolCS7OJqs24DOP+iAIcH5+vtNmhIqdfb/TwjCEbdtiTVwHrU/xopS6\nzBQMcmjxp2makJtsIz7UPRwOhTVaGqhBkfT5oHU6TTFMXs27rHl0ahWGISRJ2hiulQaaAxiPx+I1\noiE/SZKQz+dFIZw0tBgEAcbjMTjnaDabODk5wXA4FE4oaVxVgNenULquo9frQZIkNJtNOI6D6XSK\ni4sLUSiPx+ONg/f7sMs35r8F4H4mMp4A5P07m81Qq9X20s8mseyo8Vjjc98FZAG37zErLWTLQ0KT\nyUQsdvQhJ6u5pO4H7aCpuFZVFYqigDEGy7JWrLV2Nb4naGKZhhPX6ZqjKMJ8Pn+UJxcUBHRyciKm\n6B8LVPBXq9WtawOdjliWleozT/6lx47OXWadZeZ9dWXvK/CEOmTxwsuyLHiet9Zq7ZjE15FNxd8+\nDhokvUr6fPu+j9vbW4RhiFartdNAH+mMjyHN2FRwLnsa03XPZjMhWwSSO7e7sEuADGNMbGQpITDt\nc0ePJWmTTLrmNB1vVVXBOd/ZUYZsLHVdh2VZezVjOOewLEsk+eXzeeH6s+z4QlZ3SZaRg8FAJGxW\nq1URFx9FkeikR1G0dUNCDUXGGLrdLorFopDQeJ6HVqslvvfpFO5Y7FI0v0RWNK9A3eW7uztIkoTL\ny8ujL7qqquL8/FwkCD70QIOHwnQ6FWbq+5DkR0pTw9VqFZ7nIQgCseiSufoyxWJRLHjkoKJpGhhj\nYIyJzgVBx5+7FM3z+Vw4LtC/W+fXTKmFj02aQa4jpVIJxWJRSDUeAyTLyOVyqRwNAAjT/7u7O/R6\nPYzHY9i2Dd/3V9aAuJXTfaWKkmXmfXeXl4kHnhzjZIEGjeLxzaRl1jTtrQxUzmYzsY5s+q5I6ycc\nZ52e2fM83N7eimCIXT//tG4cWjSrqrrxPpL0zKPRSNiRJXWh92HX1EUqmj3PQxiGqQZd02w00vo1\n7xt4Q9cNvF4ndvVtns/nuLu7Q7vdBmMMrVZLdHOXreeo26woipBIEGRFqWmamFGIu0SRDd3yZnYd\nqqqKqO3RaCQSBqn7fHZ2hlKphCAIcHNzc7TQk12K5r8D4JsZY29PNPfAua/uchKkGXQc5967SU8B\nGgDcxV5umeVQExoy0DQN+Xwe8/lcWM3R0AXtut2f+TE43/+dQPB68t0wDCEXoYI5vkNfTnejhTTN\n60ybKepek/H8Or9m6mo8pqKZc467uzsArxfmL33pSwAgLJUeOvEQk138imkDblkWBoMB7u7u8OrV\nK3zyySe4urpCu93GcDgUQ22apomfdSzednd5mXjgyTE6RrTZjXcKKbziEDldWpbXkU3s4idMJOmZ\nXdfF7e0tOOd7Fcx0H8D+60YYhnAcZ6s0Y3l9oiFqSks81ikZOVKkLZrJDSKKotQd302WpfH7TeOr\nv6tXM0GnVvTcp+02U5Lfzc0NfN9Hs9nEs2fPxGYzn8+LIcc49N6LokicBEZRhJubGwRBgIuLC8iy\nLE5bSqUSDMPAYDDAbDZLFUlOFItFIU2bz+c4OzuDLMtot9vQdR3n5+disJ7cyA6tnTa5ZyzzVwB8\nDYCfY4z9JQD/J+f8uGKRR0IURRgMBsJy7Ozs7K0UIKVSCb7vi+nuxzYE9TahaNx9tYm0iMUnnh3H\nEU4cpBemo1BZloU0gzsW1L/6H0JyTIRf9i9A/pY/J0zcXdeFJEliujgMQxSLRWEIT6+pruviqGnT\nRoxSvMIwxOXlJYbD4ULRnOTXfKxOzduE7J5kWRYFouu6sP9/9t40TLa1rBJcO3bMY8Y8Zp5z7oXb\nQFlYlgKCioCiDHIBAUtAEbFUUJvWtkFb2yoUUavKiUb0aQRHFG2bWWYBERlEtJlBL/eek0PM8zzu\n2PUjznrPjsiYM/KcPNe7nicfLiczI2PY+/veb73rXavTQalUQjQavdVPcSFWuWUsgqIo8Pv9wkwz\n9IZx7fwysj2j0Ug2xUAgAIvFIsU0D1WboNVqoVQqbWSZeR4wBp54vd6pA+em4P3Be4Iss81muyks\nc6fTEceKVe+lkV1c59qhntm4N/T7fWSzWWEJt+0O9Ho9CXLaButIM/h3jOtTrVYTlpmt/F3st5s6\naPD+IeHRaDRWDt7OCzWZxbq++nQL2Sb4yu12o16vi+tIrVZbuGbycFqv12UNmhfywwNfp9OZuqZs\nNpskWtbrdXi9XnESc7lcsp6R2AqFQjCZTNIFCYfDG722UCiEfr+PQqGAVCqFWCyGTCYjjhrRaFQK\ndjqVhEKhrdexTa5+49Hk7QD0OX9UAaDrun777MYbotPpoFgsygCH3++/qcNUfr8fw+FQBlZupTfr\nRQVjiBnHuQ3mSRhqtZp4dtJ3ma1yY1t3+L43wdqdnLCVP/oV4GkvOqVrNl4zw+FQrHs4SGEMOVm2\nWVarVXS7XbHUczqdKJVKYhQ/K/OgXvBm2GntCnRpoPUWD4yNRgPVahXHx8dwu90X8l7YRpaxCGTG\nZjdgMpH84gbFTY9QFEWKaF4b/O/Z+2STQKabBb/fv5PAEzofsPhrNpsYDoeIxWI35UDAdWSdAz27\nUusWdrN65vF4jEKhAEVRkEgkzuSdfVY9M/2Vl11HXJ/43pBl9vl8MJvNIj3aFUnF9M1NA2QYWrUq\nMXIdgmJdOR7v322KZkoC2+22+J/PWhnSdYIyKLfbjUAgsPCQRAcUapQJfjZ2ux2tVktcNkgs8b2o\n1+tQVVW6wfzsN+0imEwmRCIRpNNpFItFRKNRhMNh5PN5saWr1+tiCkCbx20dcjYpmv9uzZ+7X+oG\nbhW7PAsafDPgIZFIPBCDPIOzDgACp4cAe70eut0ugsGgaLFYNDNaVG72d7wBAKCrZpjyR8B7/hTu\nJ32/sKPdblcmodnm29vbQ7/fR7FYRCKREEan1+sttFZqt9uoVqtiDg/cYM86nQ58Pt8pv+ZdMjU3\nC8ViUToHTG+LxWIYDAZwOp3o9/s4OTlBOBy+Ke31TWAMMTnPYTljMeL1enF8fCxDxNTdL2KnAUha\nGTd4OjvcSnZ5FhaLRYZ9tg080TRtKtSHUgm73X7mlLtVoJa61+utzXSxUNqkaDbqmVkcxePxMxXM\n7HJsmxcwGo0klnzZ6+b6xHXMyDIDN3zzz9JpMMJqtWI8HsuA9jLoui4Da2z5t9vthfsMu5XrHOZX\n+eoT3EM2hdGzORAIoF6vo1qtIhqNynVZLpcxHA4XJvmt+7zNZrPM8JhMJuRyOfj9/invc3bEfD6f\nJCyqqgqTySSHpE1gs9kkEK7RaIizFWVQBwcHuOeee6TjxxohGo1uTHqufeXpuv64jR75foRut4ti\nsSjFzc1ml2dhMpnEmzCXyyGZTO5sEbk/oNlsTrG126Df70uLCZgs3qqqyqbR6/WE1TGbzTJsMbrv\nS7B+6ZPQ7S60XvQKeH73ZdD/8JdhefL3iw663W6LRpOnbg5XFQoFuenp7zwPw+EQxWJRFguC7CGL\n5lm/5ttNz9xqtUR+4na7xaGETF2n0xEj+2q1Km3vi2Clt60s46wwmUwIBoPI5/OyMa1ip/lFtw4e\nTC7agXxvb+9MgSezwQmNRgPD4fBM7dpVIFvK4b9N47mtVuvahZJRz8yiwePxnPlAMM9JaBOsE2gC\nTOuZZ1nmdf2MN4FxGHBV0Wz0jtY0TWLOF2m0OTC4zlq7ylefMJvN4vJCqcW6YNIo0/YoeWs2m5Lu\nF4/H144GByYSDfosGw8HZKDZiVUUBaqqymdHJxzupxy6p6/0Nt7KXq9Xin+73Y5AIIB+vy+JgaFQ\nSNw7vF4vms0mcrnc3FTWZbj1O8sFxng8RqlUQiaTAQAkEgmxdrrVMJvNiMViGI/HyOfzt4VfLVMS\nd2kdNQu6R5xlABCY3MTUmjHxjxIL4IY9FQBpMQHA6K2vAwCMn/BsmJ7xIxjE74CSuQq8942yYTAx\niYuJxWJBt9uVdLJKpYLhcCjWPbODH/zMdV2fe1JmcU5G2ejXvGum5jwxGo1w9epVGdpi4h0XWmpb\nOXTi9/vR6XSQTqdvuaf5LmUZ28Dlcsm1NG9wiOy0y+XC3t4ewuEwEokELl++jCtXrpzrUPNZoKoq\n/H4/ut2uaJM3QafTgdlsFoaRLPOu7Rc5e3JycoLj42ORZHCYapM9ZF0HDaM/M2UZqqqeSh3dBvOc\nhDaB0TVoGYzrE1lmdgWGw+GZI7xnsYmDBm0KvV6vhHH0+/2FxMYmg5OrfPUJi8UCTdNwdHSE4+Nj\nkZasA5I7HLZrt9u4evUqBoPBqSG/dcED2uy9aLPZRB7m9XpRq9XgcrlkrW40GnA6nXJQoWtGLBbb\neuCXNnSqqkr+QTQahdlsRqFQkM6rpmlot9uSXkgLxnWxSbjJVUVRXrriZ35cUZT71v7rFxjdbhcn\nJyeiW0qlUheOnaPWsNfrnXJfuEigVoqbR7FYRLvdPpe/xTb+WaQZ3Hy4QdBvktQe8EAAACAASURB\nVC0jaqZpGM/obH04gOX9fwYAUJ/xI3C43ag98ycmD/pHr4LXdcOyaDQayekbgER+cgiCLDKAU4ty\npVKR1LJ57IjT6RQvZqNf87aasVuB8XiMq1evot/vC1OraRo8Ho+8Z8bBrcFgAJPJhHg8Dk3TkMlk\ntiqqdgUmgm7ilrFLMClwG1s+k8l0IeQYi+D1emGxWDaehNd1XYateL+NRqOdWYTSmzadTuPo6AiV\nSkU+h4ODAyQSiamD97pgYbdKy2rUM1OWEQ6HdzLw2+/3tw5DojRjlUzB6M8865gB3FgHd7l+mUym\nteQvRptCl8slTLOqqnP9iPl81x2cXOarbwQ1zZyLKRQKyGQya3cinE4nms0mDg8PZSA9Ho/D6/Vu\ndQ/QRWNW7tXr9TAajeD1euFyuTAcDuU65t4pg/PXPaAdDgecTqcMLW7qEgJM3sdwOIzBYIByuQxV\nVRGNRqfSN/l5NBoNBINBsWJc9+9tcgdcArDKrsEP4PIGj3nhwE2G7HI8Hr8w7PI8uFwuBAIBtFqt\nnRp47wo8yRWLRVgsFiSTSdjtdhQKhTMl3s0Di1mXy3WmjYLPy2azYTQaodlsTi3edG2gDotR2f0P\nvxVqvYTxwV3Av380TCYTtCc8B8P4HcDJvfB87O3CcFF7qKoqRqMRHA4HWq2W2GvRqcNkMk0tpBzw\n2tvbW7gJkbUwugRQg71rpuY8MB6P5cAaCoWmWHmj1o3/X1VVYS/sdrvIlXK5nKRP3Uy0222xobyV\nbK3FYhH93q08QOwavEcGg8FG4Ta9Xg+apsmhslarTc8ibAFN09BoNJDJZHB0dCR2oMFgEAcHB0gm\nkyIvACYH8JOTk40KAh6MVxV2XFMA7EyWAdzQ5p6FZQawUppBJplFv5FlBiCzILvukq3joEH5ktPp\nlPe01+uJJGDe7/MAsG4xushX3wgW+KqqIpVKyXwTY6QXMaa0d6OXv8lkwp133ima5LPA4XBM5RW0\nWi20222JGec+yUMd8xO4D/G95X4WCATE0WYbOJ1OGRRvt9uw2WwIh8Oyj1ImxD0jEolISuY6Q5a7\nrgQ9AG7rrOderye2RqlU6rZg5fb29uDxeFCpVM4t2GBTaJqGYrEoJ7hIJIJEIgG73S6Sglwut9Vp\nchGoxzyrM4SxFTnLMgMQqzkAotNSVRV4x+sBAMrTfxi4vlA6PR5Unv6Syc/+ya/CYZ1sgJ1OR4Yl\ngEnrjEU/N7tKpSLDgMBk0yyVSnA4HEutjjiYOOvXTFnMRS6aGeZRqVTgdrsl+Y8pUbPMutvtloMI\nhywtFgsSiQRcLhfK5TIKhcJNky/xurfZbBfCEtLn88FisYht3P0FlOtUKpW1X1en0xFmjKluqyzD\n5oH+s9lsFoeHh1NuSvv7++JjPXutsnAZDAbSPl4HFotlLQeNbrcLm82GUqm0M1kGcKOYPas0Yx3N\nMAAZBjMSFUYWetddEMpfln0e7IxyradmlwxtNpudIjfoX7zJe7bIV98IDi3SVcXr9WJ/fx9er1e6\nuY1GQ17LbJKfzWZDPB6XYT2v1yta+21htJ4bDAYoFouw2+0io+IAaKfTQbPZFCtXfo7tdlvuSwDy\nvJrN5tYyu0AgAJvNJrNobrcbe3t78hm1221EIhEMh0PU63VhozOZzMq/ubRoVhTl4PrXpev/tGf4\nN+PXFUVRHgfguwHc1vIMfoAXmV2eBVuAZHA3jV/eJbgxUG/l8/mwv78/pTE+Lz02/XvPetDp9/uy\nwDcajVPFGgM1OO3rdrsxzFyD7Z8+BF01Q3nyC+RnnU4nWo95GrTEhG2OfvaDAG6wJkyWIgPMwpYy\nDTLEDDChbmvVxuF0OuUEz42m2WyeC1OzK7BgrtfrsNlsSCaTMkyiqurcItRkMsHv92M8HmM4HMr7\nRxuiYDCIdru9NotwVrA4vVWyjFmYTCZhoy5iJ2pbKNfjtTfRP9Jqjo4ZTqdz7QMkD7S5XA7Xrl1D\noVDAcDiEz+dDKpVCKpVCIBBYqtmlg4nT6US3211bNrOOnzAlZfTx3pUsAzhbqMlwOES/31/LXo9y\nhmazeYpl5mzHeRz4GSCz7P2dtSmka49xPc5kMrL+rOPPPAuu08v273a7PTWgDkyIm1AohGQyCavV\nKmRVvV6fSvKLxWKIx+PC5LZaLXmPz7I20Hqu3W4jl8tJGp/D4UCz2RSXCgDI5/NQVXXqeiAbbHxN\ndEGqVCpbPSd+Lswx0HUdgUAATqcTmqaJfCQSiaDf76PRaCAejwOAqAwWYVVVeA3A1etfAPCT1/9t\n9uteAB8CcCeA39/4FV4Q8FS2SSLNRQFF9GazGfl8fqcM7rro9XrSJrJarUilUgsPH8aWyS4SDgeD\nAbrd7pkHAMlo2Gw28XM0Lt7ccHVdF49bt9uN4dteD0UfQ/+Wu4HADQ9Zi8UCq8OJxrMm4wB7b30t\nVOjCntLCiGlNfB1ms1kcNhhjOhwOZbBhFYynf0pIqBu7CMXcLDRNQzabRbfbFT9PSlZ0XYfT6VzI\n2gQCARkw6XQ6cu1z46XtWjqdPleZwkWRZczC4XBIuM6tHpDcJex2u7yuVesdi0mn0ymH3lUsM/eD\nfD6Pw8ND5PN5YcmSyST29/fFmmude4qETCQSEeu8deUlq4pmppPy+e3SYYIysW0s69aVZnDdNZvN\nwuAai/5titB1sWoYkJ78xvfU6XRK9y6fz0uqXbFYRLFYRLfblXmXdUFd86JhQBa6PPjNgixyIBBA\ntVrFPffcg2q1ikAggFQqBZfLJR1Um80mJApZ3bOQCuz6GPcom80m1w47QxwAZE3Aa3ZWakiSpN1u\nb00CWq1WhEIhdLtdkftEIhFJ22UuAokVFs6rar9Vu++fGP77BQA+e/1rFhqAMoC/0XX9/Zu8sIsE\nDmht07K7CKAvK63oEonETSn+R6ORRPmazWZEo1G5QZeBRWK1WoXVaj1TO5vsxFmlGaPRaMpOaLZY\nGwwGsvmZTKbJJL7ZDLzvjQAA093/+dRjOp1OVB/5ZOylfgfqyVcR/dyHkXn4E2QxYMFnNpuhqqos\nLB6PB263G+l0GuPxeCO5EAt6Ws9x073VARXzwIKZtk9kR+lpu4hlJugCQR3dbFKX0+lEMplELpdD\nLpdDIBCAz+fb6eHhoskyZkGdPO2XLuLBaRsEAgG02+2VgSc8LNlsNuRyObhcrrkFDYcF2+22yL3I\njLnd7jPJA4w6T2qySTCsKq4YwmG0qTSCbiJ+v39nsgyCJMI2r5uvedVBn0zyeDw+xTLzObCo3DVW\nyV84v2Ismpl6Vy6XxfUiHo+jUqmIBds2/uZ2u31h2MpgMMBgMJDButmfMSb58aCsaRrq9bq4fvDn\nPR4PSqWSeJY3Gg3U63WEQqGNni/BQymLUmCyr3EvBSABJsbnTNnLvPkcn8+HRqOBXC6Hvb29rYZo\nGR9erVbhcDhEHsoEXho9MC3QbDYjkUgsfcylz0DX9Rfy6/o/vc34b4avH9J1/eW3c8EMnNbW3I5g\n8MqmurltQNb1+PhYGLb9/f2FvpXz4Pf7p/wjt30ezWZzajJ2W7AVyUV8dvGmFpLSDKfTieGn/gaW\n/CHG4STwqO849ZhOpxO6SUX/uT8NAEi+/w+hayOxvwIgC6/H4xG2lJsHhyw2NXxnG9gof7loHRRj\nwezz+TAajcQIn+wHWYplCAaD8jqNmj6CQ6hOpxPlchnFYnGnGt+LJsuYhdlsFo3heTnX3Aow8KTV\nai3VgnKGgH7BxkMVWc5SqYSjoyNks1mx5YrFYrh06RLC4fCZujTGgge40T42mUzI5/MrLa+Mcdrz\nwOJt1x7l4/FYbOw2xWAwWFua0e12oWmaOC7MHgzoP30e99Yq+YvRptD4OyxwgRtDpsFgEOFwGP1+\nH81mc2OW1OFwyHzGLDgo7vF4MB6P5ZoxSiLpG33p0iVcvnwZ+/v7sFqtKJVKSKfT8ny4R5Po8ng8\nsrdtCh4wZz8fdg0VRZHhd4/Hg3a7LWsvpRnzuhjsnttsNpTLZXl9m9Q0lK6yA09tPgvjdDotXSfO\nha2qQ9a+u3RdN+m6/otrP9vbEEYm4HaGseWwrSZoFWjJRyNxavo2XbCV6wmHVqsV+Xx+q/YxGaFt\n06qM4AQ6NWyzmwWLLergPB4P8M5JAqDyXT8IzLl2eE01HnM3kLoTttw1RD77IWFPaGjPtiQwKfzo\na+1yuaQ1twnYQuTUMmO8LwpoDUeGot1uw2q1SvHcbDaFZV61WTLOloEC8wpDau3oNrOJzdAyMLji\noskyZuH1emUD2sSX9KKDn325XJ67oY7HYxmSazabMjw6Go1QLpdxdHSEdDot7ivRaBSXLl1CJBJZ\nq2O2DuYxauzKjUajlQTHMgkBZUG7lmXw7+m6vtV1zSJvnUS8Xq8nrhCzRAWH6s5zgHlR0cxrZ9F1\nwH2HlnQAJHjJYrEgk8ls5PDC1zgr0eD6b+x8MoyIQ35WqxXJZBKRSETIGAaWRKNRaJqGdDot15rL\n5RL527baZg7+2Ww2kULouj71fIfDoXRJ+Dxo97jKipCSE6bklkqljf2pOd9C73y6Z0SjUXS7XdF8\nh8NhOJ1OlEql5Y+37pujKEpEUZTHKooytzJRFMV7/fvhdR/zImGWCbjd4fP5JGN+l2EiHEjLZDLQ\ndR2xWAyxWOxMbTOeKOmosemGztPyLpxOeMIfDoenijVq2MhMmM1mWHtt2D/xLgCA8rQXzX1M5Xr8\nc3cwhP4DPwcA2P+bP8aw35MBNrvdLgUtp/t5Mk6lUmLQvkmRZzSeJ1u0a5u/bUGLn9FoJJHYTGbj\n9Hy32xXfzlUgW0IN3aJrXlEU+P1+RKNRDIdDnJycrAwUWAZjiMlFlGUYwY1B07St7ZwuIlYFnnAj\nZ2z93t4edF1HPp+XodNIJILLly8jGo3C7XbvvCOzSKZgt9sRCoXQ6XSWfiYM8Zkt7Dg8qyiKDFvt\nEtsmAVIPvo40A4Cwj7SQnPcczrtopjTPCHbq5h1GOKDMmRGSGhwkPzg4kOH8ded2Fvk1d7tdcYHg\n+1koFE4N+c37nBRFgdvtxv7+vlhQHh8fQ9d1aJomXZhN2WYO8gMQSSYHUqmxJwFSrVZhs9ng9Xph\nt9tRr9fl/Vo3ZjyRSIjmuFAo4OTkRIr+VWBCYKvVkkNMLBaDy+VCPp8XZ51oNLryWt9kZfh5AO8E\nsOgdHV///v+5wWNeGHCxvb8UzcCkZc2T01kKA2Byg1SrVRwfH6Pdbp8aLjgrjKwL0+7WwXA4RKfT\nOfMAIABpIQ2HQ0nnM8KosWV8tvrBv4RpOID+Dd8GJK4sfGyn0zmRWTzhe6AnrsBZOELgnz8gmyCf\nO9nmdrstGjMySMPhcKOhSVrPUebgdrtX+oDeDMwWzEz/4jANACkgNgme8Pv9sunR53oRXC4Xkskk\nVFUVx45tpEyUZazjaHIRwI2r0WhcmAPULrAs8MSYhunxeKQo6fV6CIVCiMViW8X2rotFw07G5+71\nelGtVhdKZxZJCKrVqrB152GPygJwU9lbv9/HYDBY68DLrpLFYpl78Oz1ehsP1W2KRUw+UwBnC3a+\nPo/HI0w0JRq9Xg9Wq1VY3r29PXGyWIcQol+z8TputVoiB+Tch67rkuS3zj5sMpkQCASwv78vQ9at\nVkuYVb736/g267qOYrGI4XAoIVtME+x0OvJ8KS/sdrvw+XwwmUzw+XySmMnZm3VA6WwymUQsFgMw\nceNIp9Miu1oGDpfTq1pRFBwcHAAAjo6OJDCGj70Im6wST8Rk0G+u4EPX9RaA9wM4Leq8DTDP9uR2\nBzVuFosF+Xx+69Z8p9PByckJKpUKHA6HnFh3vcnY7XaEw2EZWFqniOEA4C6kGWQ76ZgxuwjR75eL\nt8PhgPX6AKDy9NMDgEZwQWn3B1Be+PMAgIO/+WP0OhMdPa3nOHTCm9rj8UwcOKxW2O12acWuCy7A\n9K9e5QN63hgOhxJbGo/HYbfbUSwWYTKZZICJekAWeOuCBRFf36q2qNVqRSKRkIPlpjpnoyzjIg5Y\nLoLf74eqqhc6RXRTLAo8IeOpaZp0GYBJG3rW+uq8sGzYiQgGg8JKLpKozRbNHGZil+U8in4OAW6C\nfr+PXC4Hs9m8FgnVaDQwGAwQCATmSiPPMoi4LuYVzcYUwNn3ttFoSFFIeR0lCfSTBm5cl0zuPTk5\nWbn+MgadPzcej9FutyWGWlEUpFIpHBwcbJXkZ7FYhJk2WtSRkV6HbSZTTBs3AOJfTY0zh22NPvvA\n5D4wm80yaL/p86fkJ5VKib9yLpeTFNhFa5rRHpB7ucvlkk5PNpvFeDxeKc/d5C7bB/DVFT9zFcDB\nBo95IbBuzOftCDpqANhY+jAcDpHL5ZDNZgFM0hFjsdhW1kPrwuPxyDTvKlkJBwAdDsdODjv9fl8W\nvHmbKX1V7Xb7JFns+CuwXfsidG8AeOwzlj42F5Rutws85QUYRfbhLBzB/rF3wGw2i6VRu91GoVCQ\nhYXFM6UWdrsd5XJ57RYaGe7xeCxs/K3y8R4Oh7IwsWDmsIxxw6zValNSjXVhtVrhcDgwGAzE73VV\nEcyYVb/fL4EV67y3lGXY7fYLL8uYBd0b6E96fwF9l42BJ5TdUXvKe4quMjdjMHbZsBNBvb2iKAu9\n661WKzRNg6ZpGI/HKBQKYgV3HtIFDkNvUjT3+32Ri8Tj8bXmg8rl8tSh2Qi2+887kIkyC2PRTH/8\n2Y6jMXnW7XYLEWGxWMSmdPb5ejweJJNJABMf4GXEBzsGXKc7nY6s3wTZ5rPA5XLhypUrkgp4fHws\nQ3vL2OZutyvhU7PD6WSwKSXh3kN5EXCjazIajVbu2/1+f+Ehwyg7CYfDGI1GyGazYl06D2azWQY1\nOe8ViUTEDm8dsm6Td10HsIpOsQLY+RQdhxHOC+swAbczLBaLaDjXkT6Mx2NUKhUcHx+j2+0iGAxi\nf3//prmKBAIBSXNbNslKl4ldsMwApMiax6Jzo+XiqqoqXB/8i8k3n/R8wLZ6UXc6nRNTdSgYfd/L\nAQCJ9/4BtOFkytxut6PVamEwGGB/f1/s54BJoU47xPF4vDYTz9RBykmW+YCeJ8gwGwtmTdOke8EN\ngTH2jIDeBOw46Lou0+XrDOEwKIPaauOU+Tzoun7h3TJWge38arV6SzzdzwNk9YyBJ91uV1IijcNO\ntOA6b2xCyFCiNhwO5w4GGuO0q9UqhsOh3DfnJc0A1tcS009eURQkEom1ui+DwUCGGOcVUP1+H7qu\nn3sy7zz5izFB0ohWq4XxeCyDtS6XC9VqFaqqyoDavIOGzWZDKpWCzWZDPp9fOLg669fcarVgNpvP\n5eDAQz/j5BuNBnq93sJhYconLRbL3LWPoS/j8Vgej1aqs4+nqurSvWgwGCCTyaxM6eO6v7+/Lwmy\nmUzmVEoj4XK5xCeduntakK5D1m1SNP8rgO9c8sQVTKQZq9jojXF8fIyrV6/i5OQE+XxetF+roi/X\nBaf2b6cW66ZwOBwrpQ9sZZ6cnKBarcLlcmF/f38rv8mzwCgrWdau5ADgror5er0uEZ6z4CLCE7I6\nGsD98XdMnu/TlkszCD7PbrcL2zN+GP1AHM78Ndg+9tcYj8fimEGLNbfbjVarNRVhOx6PxZt2Hesw\n6rRYSFKucTN1zVz8dF2fGlYpl8sYj8cIhUJyfXEAcG9vb6vuATV/nMSfZz+3CNQ5z6Z7zYISmVUJ\ncBcZtGLiAfn+AnaJ6vU6RqORMH9+vx9msxmj0Uii6m+GS9KmhIzD4ZD7e5bt47XWarVQr9eF5WNg\nxa5BJ6F1rnEWzCaTCYlEYu1uJNeARQfkbrd7bq9vFiyauV7QQcl4nXAYnAEh3KusVis6nY4U+YvW\nLlVVEY/HZUh/UfeX6/RoNLEm3cTGdVN4PB6JgY/H4zKIfvXq1SlJJ2UQuq4jGo3OZbqZcsu5n0aj\nIRISo9yEazyH1GfBTgrzENbpklMvzdChfr8vmRWzbPVszDbXckVRViZ1blI0/xWAhyiK8lpFUaaO\nfYqiOAG8FsBDAPzlBo+5FpigxDZ2pVJBLpfD0dERrl27JjYqtVpN2Md1N0oK929nb+Z1sUz6MBgM\nJPyBTMG66XPnAaMgf56PKReTXQwAApNF3zisMItCoQDght7M/5kPQe00oT/0EcCDH77W36DjRqfT\ngWK1ofb0HwMABN76Oxj0eqjVasKUApMBIbYCuUD3ej34fD7Y7XaUSqWVCwlTtniqZ5rUzdI1DwYD\nZLNZ6LqORCIhm1+320Wz2cTe3t7UplwsFgFgaVDFMjidTmlj021gEzkKbZuM6V7GtWQ0GoksY1Pf\n7IsGBgo1m81b0n04LzAmuFQqoVarTbHMLERv1me3DSHj8/nmetfTG75YLMJsNiMQCMg9fR4yk36/\nD6vVuvKxWTCrqrpRwTwYDFCr1YStXfTYNpvtpshorFYrxuOxWNzNpgACN+QCRi0x9yoOmNJjfxF4\nYCWJlU6nT63H3Geq1apYpJ0XOERIi7jLly8jEAig0Wjg8PBQ5E7lchn9fl8OCfPQbrdhNpulYB6P\nxwgGg1OyQOqOw+EwTCbTXJu7SqWCfr+PcDi8sUEAteYHBwdyj6TT6SlLW9rQMWab16CiKCtrnk2u\nxNcA+ByAlwC4R1GUP1cU5X8oivLnmLDQL77+/d/e4DHXgsfjQTAYRCwWw8HBAa5cuYJkMolwOCxF\nU6fTQblcRjabxeHhIQ4PD5HJZFAqlaTlMK/A4Ad4f5VmzGJW+sCb4eTkRKbJN0meO08YZSWz7Uoy\niGdNACRYrM1LgxwOhzINzIIs+PdvBQAod//Q2n+DrT5ec9qTvg+9vSjs2Xth+9g7xRKM6Uo2m03s\neci29Pt9+TnKNJaBk9yM6qYB/c3QNff7fWQyGQCYateOx2MUi8VT0/JMZfJ4PFu3IlVVlSKCm9em\nul3OAfCASaeP+4MsYxZ7e3uwWCzyuu4PYOBJqVRCr9dDMBiEqqrSzXG5XOc6l0GQkNl0b+H9zU4b\n2T7lemrdYDBAOByWgeHzaNvzYL3qsbvdLrLZrCSpbUKyVKtVaJoGh8Mxl0nmMNy6r49a3G2vY+Mw\nIA8rs0UzBwBni1iz2Swds3a7vZbkyev1IpFIQNf1UzpnvuZarXb60DUeA1e/DLRWu1ysA1VVxbOZ\niYypVEqGS6vVKr761a+iXC5jb29v6fXMwhuYFL52u12IDB4M2u22/E2PxyMaaONj1Ot1+Vt2ux2R\nSGQjgwBgUhj7/X4cHBwIq31yciL3lNVqlaTUer0Ov9+/lhRok3CTDoDHA/gLAHEA3wvgp6//bxzA\nnwN43CJ3jV2CA1FerxehUAiJRAKXL1/G5cuXkUgkEAqFJBCi2WyiWCwinU7j2rVrODw8RDabRblc\nRrPZlCnqixxKsEsY20n5fB7Hx8eo1WoiqN91vPBZ4XA4ZLqVbRPjAOAuNj+2cW0229yOQ6VSwXA4\nvGEYnz+E618/Dd3uBL7juRv9LafTKdZ2vlAY6W9/AQAg/p7fh/16HDRwwybL6/ViOBxKwUsrIqvV\nKp6by2QavV4PDodDinUW/ufNLM4OBBkX/Xq9PnfQj+4V27LMBKfddV2Hqqprb2JGUB/LdM10Oi2y\nsNtZljELk8mEUCiEwWCwltXU7YK9vT1JmeOAGZmvmzW4SRusbQiZ2U4bW9q0wzSuBedBcAwGgymn\noHnodDrikhGPxzcqmPv9PlqtFiwWy8KkRUod1i2aaZ+2SZiIEUbNOL2Ljfc5Q5MW+XiTER6Pxzg5\nOVnbPziZTMp+TMtEdgelm9qsAR/4S+CXXgg8NQ4892GT/33lDwKf/wRwRpkqJRo8LFitVmHTGVqy\nas8YDofo9Xpi/WkM6+L1yn8nq8uOD9ee4XCIYrEovso8JLrdbvj9/rU0x7NQVRWBQAAHBweSHspA\nGMogKVHjMP4ybNR713W9CuB5iqL8JIBHANgDUAXwKV3Xl1NeNwGqqoqgnaCBd7/fFwaPGwRPpjab\nDcfHx3Ki4xT+7Z4MuAhckNPptLgHnPd08lng9XrlM6PEYTQazZ223gbUPzJZbBYs1mmfE/nkOwEA\nyhOeA7jmDxPx5jaZTLIAsr06Go1Qr9cRDAZRfNR3IfmBP4Yjex8c//AeKJdeLPo4n88Hl8sl2lzj\npDYHONrttiwys9crJ8852Mg5ALvdLgXEWdueNIuPRCLy93u93pTMx3iw4RCT2+2eOqCQxeVifRY4\nnc6p+NbxeIxms7nxYCEASfbiLMX9QZYxCwbI8HO5GSzseYNFn9VqlQNvvV5fyGqeB9rt9qnCaxNY\nLBZEIhHkcjmZ7aBcgiz2eel9yQouemwWzPQi3nSvZEuee/Y88PWtuzexWG42m1vdowwp6ff7ItUz\nwjgAuOj5GtfrSqWy1h7FQ0e5XEa1Wp10EkIhWK59CaGPvxvea58BvvhJwNgp90eAagF41x9Nvu78\nGuDpPwI86fsA7+brHB2omJgJTA6erVYLxWJR7Dy5js7bN2j/6vP5RFLJx7LZbKjX6zJsz4OkxWKB\ny+VCo9GQ3yOxx8RYAEilUvD7/RgMBjIovqmklq5BPp8P1WpV9miqFQqFAkKhkLiFLcJWglVd1wsA\n3rXN795sUKMyewpmXjuT36h/NPr8kXlkdOVFYmDPCrPZLMbet8PrCgaDEu7BInQXkhpN09BoNKCq\n6tybkAUuB2L6nTZCn3r35Jt3zx8A7PV6UgAyxpo2Ufx+p9OZMNhQcO1bn4uHvOPV8P1/r0b2m54G\n7brfJ+N+jYsKf58yi3A4jHQ6jXK5fIqhJRNlTOXqdDpiMUR/0W3A+4cHCuqTjfrGeDw+VYCxMCaL\nawTDNpj4dBZQA6mqqhRMjUZj64FWm82GZDIpmvPb4X7ZFMFgEJ1OB6VSCbFY7LZ/jdT9ejwelMtl\nSSYLh29OYK2maVJ4neW9dDqd8Pv9ODk5kXuqUqlgMBicu56ZReQs2u02MvydcgAAIABJREFU8vn8\n1gUzWWaHwyGvYR663S6sVutaj8/ZBcoAeMDYFFarVeK/Zw/1jFlfdJCg/trtdsshe9Fg+SxMJhNC\nDitc//hJjD76Duif+QiS1fyNH1DNwNc/HnjMU4BHPxm48jDg5F7gHa8H/voPgXu/APzmS4HXvhz4\ntu+ZFNAPfwyw5rXHTIBarSZWcKx5arUa7rjjDthsNmSzWRlMNIIe1dRis8unadqU80e9Xj8VFkP2\nN51OTwVecRaG+0Y0GkUkEkEmk0GhUFjboWUWtJ3b29tDtVqViO9OpwOr1bqyGN+qaFYU5aGYDP25\ndV3/020e41aD+jCHwzG1SYzHY1mQOp0OarWa2MnQ1YBM1u2OW7Ex8kCyjaF5JBKRtgpdDs4KpuVZ\nLJa5iyGtnXjwsnz+o7A2StAP/hcoX/tNp35e0zTk83lhD3id8Oanbpfm6m63G4VHPRVXPvImODJf\nBT7yVvQe+SS0222k02lYLBbpiNA3lB0TVVVlcatUKrBaraJDo26ZTJRRlmH0a96maOYiRvab8ha2\nGDkQNHtQpTNGKBSa+h6HMUwm006KGkVRZPqcjDMHR7c9aJGluL+Cg2WlUkla0Lcrut0uGo0GHA4H\n4vE48vk88vk87Hb7TZvV2OWsjM1mE60pi1gWhuclNen3+3OJIhbMNpsNsVhsq32Qln8Wi2VheAo7\nauvOrJDljEQiSKfTaDabW92vXCPdbvdUYcf3e9H6xK7e3t4e7Ha7EBUkeeYWYroOXPsy8PF3Ax9/\nN5TP/j2coxtuFQNvCK2Hfwtsj3smXI9/+umu5v6DgB//NeBHfgn46DuAt70O+NQHgHf/yeTrysOA\nZ/wI8KTvB3ynZ3Vm4fF4pIgkq8uilzIgelHPrg/s5FNCwWKW+w2JrmazKQOABA9+5XIZ+/v7cLlc\nqNVq6Ha7MrtTLpfF9SYajYorBlNdtwE7OSyeKeNdtQdtVDQrivJ1AF4P4Ouu/5MO4E+vf+9xAN4N\n4Ht1XX/Hpi/gZsOY9mNcGHgKstvtos1hAd3pdOTmNLLQtCp5AMvR7/el/RIKhTbewMgul8tldLvd\nM8sLWIxyUZjHeNA9gVY6CUoz7v6hU6d4RotqmoZwODw1BKQoirDVXq8XJycncLlcuHTpEr7whR5O\nvu37cOdbfhOxd70Opuf+OK4dHcHhcMDn84kTBDcYtg81TZNDSLfbxX333Qev1yssKxn0QqEgp/5m\nsykLOBc/k8kkhfYqaJqGQqGATqcDv98Pv98vBf7JyYkUKrMFs6ZpKJfLMotgRK/XE6/WXWmFqU2j\nbR8HAv+tDPxuA6/Xi2aziXK5PDcF7XaAruuoVCpioeV2u1EqlVCtVm9q1DldBM4qneCwLxlrBoG0\nWq1z0zOTOJotyFutljgNbFswk2X2+/0T680Fzhj0+l1HmsEZF3aEGbARCAS2SssjS2383UUDgMbn\nyz2EUgd66+fzedEto9sG/unDUigjd3jjQUwm4OHfBDzmKag85BtxZPNjrOvwer240+nBwldisQJP\nePbk6+Re4J1vAN75B8DVLwG/9ZPAa38GeMJzJgX0137zQvaZ+nLKWzisHQqFpFPn8XhkxsfYheCg\nPF2dvF6vdFRJ0rCbP7sGD4dDDIdDqasGgwEqlYoMCgKT+6lcLkvhHo1Gkc1mUSgUztwZs1qtiEaj\n8Pl8uO+++8QUYBHWLpoVRbkLwIcxCS95NYC7ADzZ8CN/h4m++VkALnzRzKKDHyCL43a7jX6/D5/P\nB6/XK1GrRj1pp9NBt9tFtVpFpVIRFppM9P2Bhd4luKiVSiV5bzKZDDweDwKBwNoDJLquS9gKfRyZ\norUNOLVrt9sxGAxOtSJHoxGazeYN14z8CQJf/gR01QzlyS849XiNRkMGxSg32N/fPyVRqNVqwoa6\n3e5J2+sRT8HBh/8MlsMvY/z374Drod+EwWAghzq2qzjQRyaXIR6MAVVVVVrR9J2mfRKv3Ww2K//G\nxYqLmlF7bfxfug9UKhVpc3Mj58S4zWbDHXfcMffzpG2R0ZOZoHPDLplcY7SroigyVLNt2/bfAniY\nzWQySKfTsp6dlwTgPECCw2KxiLctn/vNCnEZj8cyBHXWIp0FSiKRgKqqSKfT6Ha7siadl555lkTg\nQL3dbkcsFtv6eqhWqzCZTCIFWMSU091nnaK50+lA0zQpsDweD/L5/FadNEoLjGuYpmlyqF/0uo36\na6NLUjKZROGfPobWe/8Ie1/+JEyf+QgwMNjL+cMTucWjnwI88omAb2KX2Dw6QtRqFb/uXC630Bt5\nCqk7gZf8CvDDvwh89J3A218H/MP7gfe+cfJ16SGT4vkpLwB8p9dbj8eDQqGAQqGAXq8ntrPpdFr0\nv2Sj6TRFaQZfM4dt6/W6dFwURZGsAOM1yy6j2WyG3+9HvV4XCYfRoSgSieDk5ATFYhGxWEwMAorF\nIsrlMkKh0Lof8ULY7XbcdddduHbt2tKf24Rp/q8AbAC+Qdf1LyqK8goYimZd18eKonwCkwHBCw9+\nmBwwo/6TOq5SqYTBYDC1yfOm4I3MYuUBFnoxyJSQCSDbU6vVxFfb7/evtcFwejwSicjjrjtsMQsW\nr2x9zmtFMs6ZRaP342+HMtaAb30mEIxO/Wy/3xeGjnIJPoax3cMUomAwKDZmtN3Jf+cPIvUXvwa8\n/pfg+J2/lcE9DqaSBeHfs1gs8tzoMcphNWDiv0mzemByvV67dg0ulwtWqxWFQkFCRFh8839ZVJPN\nHo1GU24A5XIZlUoFJpNJBjsWHRZ7vZ4wFbObPO+/eQz0WcD0w+FwKIs5gK3btv9WYLfbEQ6H0Ww2\nUa/X5YBH6yiHw3Fh1zSyzExkYzoZh3w5F3De3vO7kmbQCsvn80nxFw6HcfXqVbRaLSSTyXPTMwM3\nhgB3VTD3+3202234/X4JJltUFPd6PVgslrU+q9mQK3ZJ6LC0CUgiGNcypvwtW5+opzaZTEC/B++X\nPgHrh98K9Qt/j2T6Xvk5XVGgPOyRE23yY54CPOTrJwyzAd1uVwbdXS4X+v0+ms0mRqMRotHoeod+\nswV4/HdPvjJXgXe8YcJAH34FePX/DvzuzwKPf/akgP66xwr77HK5xBI0Go0Ks+50OmWmg2y03+8X\nu18O/bGbyPuv2WyK1Gc0GskeRiKpUqlIca7rOg4PD2E2myURl7BYLCIfazab8Hq94ixFW75d7B+U\nVS79mQ0e79sAvEXX9S8u+ZljAN++wWPeVLBIbrVaklDGljmdCrhQVCoVKZqi0ejcgkBVVXg8Hng8\nnikWmkNelUoFZrNZdND/1ljowWAgU99s5XOzDQQC0jotlUpotVoIhUJLmZNmsykSDWrSecNs6tfM\ngjQcDqNUKs3d4CjNUFUVY01D9FN/PfnGjDczWW9VVRGJROS/uWgwjazb7aJSqcDtdsPj8SCbzYrm\nK5fLIfMNT0bsfX8A872fg+ufP4jS5a+TYRhOJZOV7fV6p1qFnHYulUrCUBs3Jb53PAzSbnGZLpIs\nQj6fh8/nE89bY4GtKArcbrek6Bm9rilZIZMwi1X32FngdDpRr9cRiUSkXb5s+vsBTMA1jdcZ7aY4\n9Gl0KdqV7eMuwEQ2Hibpc8yUunQ6jUqlcmZLw1WgD+1ZHImMXubG+8ntdkua3Hkx5yxYKfEqFotw\nOp3rMZ1LwNkgRhgvcsbg8PQ67gicVTAO+ZpMJrhcLrTb7Y0lfBxMpDe2cQBwUbGq6zq0k3vh/8on\ngc/+HfDpD8Le70JemdeP0Td8OyoP+UbgG78T4Qc/bOmhs9Vqyf5BiYrH40Gn00Emk0EkEtnMOSJx\nBXjxLwP/+b8CH3vXRPv8yfcC7//zydfBXcDTfxh4yg8AvsnA/Wg0mlqv/X6/sM1erxe5XE5mRBjz\nDUwOHbxeaSVIwoJWqZQttttt1Go1CfPpdrtSUM/bj71e7ymZBm3pSqWSyEvOilWH3U2KZj8mRfEy\nKJiw0RcGXPg7nY74tXLDj0QiCIVCc2+GYDAIq9WKYrGITCaDWCy2dHMwstCBQACj0WiuFvp2YGx2\nAVrVKIqCWCw29ybn9DVvhHQ6Da/XC7/fP9c+rd1uT7XImDPPzWXdTYrODxaLBRaLRZgpIyjNoETB\n/pVPwVFKYxxKwPSo6TT5UqmE4XCIeDwuizhDZFqtliw0bEOx7WQymcRazmw2Yzgeo/yUH0b0z14F\n8x+/CtZffrt8H4D4SY5Go7nhJGxpZTIZVKvVubpUan1px9XtdpdasTUaDWEPONW8CLMMBDBh1geD\nwVyGajQaoVqtwmw2n4uNm8PhEKaUA5XGVusDWA6TySQdMwCypvGLYQzcrJxO51zrw5sBssycPXA6\nndId8fl8sNlsUqzx/58HKM04a+wx7/N5bjKcQ2i1WsLi7Qokf+iwwwP4WQtmI8usquo0MzsDDqCt\nUwCRBZ4lTTweD5rN5lynh0WgHa3T6ZSOXq/XkwG3ufjyp6H/8ouwf+/np//9rq9D62u/Fc2v+WbE\nnnA3zBYLrLUayuUy1CXd0fF4POUFzYHJ8XiMZDKJfD6PXC6HQCCwuTOL2QJ86zMmX9nD69rnNwBH\n/wq85mXA7/0cho9+KjyPeQbUhzxSDk/ApAPlcrlQrVZl+K7ZbMJut8u+zPkgFp08OLLzQk04uz/F\nYhE2mw2BQEAOiexY9vt9ITnMZrPcT+FwWGQa8Xhchj8zmYxox8/7EL9J0VwA8KAVP/MwrC6szx2z\nsgmeNh0OBwKBgEQLr2K3OPWZz+eRTqcRjUbXPsnQ7mgeC03Ghi0lFtH3B/aLm1etVoPdbl8ZxU2W\n0uFwiHci5QtklIH5LTJFUWSSljfMOu28Xq+HXq+HcDi80I+UxR4L8cDH3jb5m099IWD4G81mUwpF\nh8MhzBb18C6XS7RdXPj4OTscDnQ6HQSDQdjtdrRaLZS/5bsRfPfvw/yvn4Hvcx9B6WHfJNcv9fXU\nm81jUaiTPjk5mcu+swDqdDpL/Zp1XUe5XEa9XofL5UIkEll5fc4yEMPhENVqFS6Xa+7pnbpvl8t1\nLjH21OJ2u114vV4ZojJ6cz6A9TG7pjF0hwV0o9EQeRpZ6JsVgdxutzEYDKQwZpcBuBGZzcjwcrks\nG+6uwQHls0gz5skyjNA0TQrOXC6HVCq1s4OKpmni0NNsNte+91fByDJLuNOCg/K6euZlIVd0rzD6\nDq8CGVGPx4N6vT5lR2r8PElaaB9/Dzy/8kKYeh1oDjeUR30nTN/8VOAbnwSE4kCrhU4+j95oBMf1\nlEq6Jy2youM+YXzOLDyZukgdL90k6Ji0EeKXJq4bL/ovk4HEt78O+ifeA9tH34b9j74Nw9hldJ/4\nfOC5LwUCk85MKBSSgtXtdovPMUmner1+avjS6XSiVCphNBoJUVir1SQSm4exQqGA0WiEVCqFTCYj\nMg0OurNbbbFYJvkGxaLIrZg1kclkxFHjPNecTR75gwCepijKQ+Z9U1GUR2Ai4XjfLp6YEesk6wyH\nQ9TrdXnDWVi43W7EYjFcunQJsVgMHo9HfG7XWWgcDoecrLLZ7MZpNMANFjoQCCCVSuHSpUsIh8NS\nKOVyOVy7dm3rJKOLgtFohEwmIy2XTWJVVVWVdEdVVZHP55HNZjEYDGRxnNciY+TxeDxGLpdbK0K1\nVqvJ6ZXt3NnnST9hk8kEU7uB4Gc+BGA6Npu+0XRaYdw2C2ZgsmFzmGO2q0E2bDgcSju8ryuofdeP\nAgDcf/Eb0K8ngRF87H6/P8U2UwrDAS7ghrbSCGp96dfMA50R4/EY+XxeokzXZZmcTqd4IrPoBjB3\nSGM8HkvAwXmlUHKae3aCm0ORD2B7GGVtsVgMly9fRjKZFKlPrVaTtTibzaJWq8mA2a7Bg7rNZhNG\ny2KxSMHEe1tVVXFtOK9ETEoztm0TL5JlGMHDPFPcWIDsAiQU6BN/VoYZuMEyG9euVXrmedkK836O\na+cs6DtMffA66HQ6U6mwPAza7XY0m03k83kcHh7i8PAQ7be8Dt5ffB5MvQ5qj3oqvvTrH4byq38F\nfNcPTgpmQCRyTJijPz0LSRbpRlDqYHxvHA6HzJmYTCZEIhGZkymVSjg8PESxWNxuTTObgcfeDe2/\nvx3p13wU9ef8JPRICpbcNXj/9FXQ704BP/89wKf+Bubr6aGc/+IaT8mFoiinDgKUmJBIsdls8r4y\nKr7dbotNHdcJzkAxzrtarUqEtsfjgdPpFL9yYNK1jkQiGA6HKBQK57LOEJvcDb8GQAPwd4qivAST\n6GwoivI1iqL8GIC/BtAC8Ou7fpLziiHqniqVCo6Pj3F0dIRSqSRWQ8lkEgcHBwiHw3C5XHLjswWz\nCRNgsViQSCRgt9vllHeWD8VsNsPr9SIajeLy9ehvm80mbf7bEcx1HwwGiEajc10S1gFjRUOhEPr9\nPk5OTpDL5ZZ6dvKGGQwGokNeBDL+Pp9vysbNCPoO0zHC/+n3Qh0NMHj4twDJOwDcKCzJdiuKcorZ\nAm4wN8BprZSxuCVb0O/3UXvcczAORGH66mfh+szfTm3wNM+nmX+/30cul8Px8THa7TZ6vR5qtRqc\nTqdYzM3C6XRKe5R+zcbXnslk0Ol0EAqFEAwG1/4cuWh2Oh0ZeKSeexbNZnMqDOC84HQ6MRwOhb3R\nrqdqbXP4fQCLYSQGksnkFEkxGo1QLpdxcnKCo6MjFAoFGWzaBei1zuhsWo7Ni8z2er2wWCxnXsPn\nYZGN6SagLGMRuzsej0U+oes6wuGwzErsArTz3Nvb25lFn5FlBpYzydzX6UKxDMYZl3mg4xVlRMvA\nhEXaxHW7XRweHqJWq6HRaKBUKsn3Ex/5C0R/96ehaCPoz/tp5F/8P6BbrKeKVsqbOEAN3OiOchCb\nRR+fwzxpD98n7gNcZ5PJJJLJpMgAT05OcHJyIt3DdUHf/YE/BvtP/BqUt1yF9t/ehvZ//DZgrAEf\n/CvgpU8EnvNguD/yZrjdbnGVoh86We9ZItJiscgeyAKa76Pb7Uav15scQq67lo3HYyQSCRlQt9ls\nCIfD4v/MAyIljsb93ul0IhgMot1u7+x+mIe15Rm6rn9FUZTvBvAmAK81fOtz1/+3BuCZuq4fnvrl\nM6Lb7SKbzcpJot1uo9PpYDQayWIdCoXgdDpX6ll46tu0fcY0plKpJMNLu2hb0XosGo2e0urcDqAL\nBdOP1p7uXQIOvdGlIZ/PYzweIxaLLfwdl8uFQCAgEZuLWBoa63MzH41Gp4rmZrOJwWAgwxfh697M\nuPtF8jPVahX9fl90vixQjcwW9dZerxfj8fiUlpaLAiUaHLAbKCo6z/oJuH//FxB862uQfcQToRuK\nV5/Ph1wuJ6wyGTSfz4dCoYBisSiLTqVSEQaY4CQ07deoa2YBPh6PEY1Gt2ox08czk8nA6/XObcHy\nmgFw7rHGZPx4UKJGrtVqyXv+AHYPFjO8hqj155wHD3N0huHXpuup0QWH9opsr9O9yAhFURAIBJDP\n52UKf1eYtTHd5vfZ3VnGwtKZgyEc/X5f3oNtD6C6rqNarYqcalcFM1nmQCAg9xoP7PPuPa7Jq6QZ\n69jAWa1W6ebOG3amK1Cv10O1WkW9XsdoNBLygpHZJMzMJhPwOy8H/vw3Jg/wv/46Bs/+CajHx7Be\nJ01mnzcH3vr9vnzPZDIhFotJQAc7svTenv0M2QmdlbQY56j4fnBws1wuw+12w+v1rlxfW62WrIf8\nWfVbn476gx+BWv4YiX9+H5R3vgFI3we88oUIv+gX0PuOF6FxPUmPkfXz7iVeQ2SmK5UKLBYLFEWR\neHgOggcCARke5EwRNfC8fsrlMrLZLGKxGILBIAqFgtwzwGRvNDpqbGoQsA42WqF0XX8vgDsA/BSA\n/xcTycZbALwMwIN0Xf/Qzp8hIFYmX/jCF5BOp6VlEolEcOnSJSQSCfh8vrUE4O12eypWeBPQxzQU\nCskk667YErPZjGAwKAvn7QBN05DL5cQRQgzcdwSz2SyOGkyby+fzC99zn88nrZx57AIPXMY2IXCa\n8SgUCgCuDzIcfQXu469g5PTC8u3/CQCmpn65Qdbr9Slmi0w0AKRSKdjtdtTr9VPsFm2xLBaLsMOa\npqH++O8FgjFY7v0cLJ96v1g0kcUdjUZi4H9wcCCLyt7enjCroVBI0pSMoNaXuma2YzOZDAAgkUhs\nvfHTvq7X6y1kqVutFgaDgbRQz/OAyGFPBikw5nU8Ht/2cqjbCcbu2qVLl5BKpRAMBkXOQ4kaJXDr\nrquNRkMm9snE6bouHcd5cLlcsNvtqFarGzFyq9But2V2ZlMYZRnLBnO73S4URYHL5RJdOWciisXi\nFHO5LowFM9fcXd2TZJlZUJFJXvQe8TNc9R6ywFxVFPFQQUlIr9dDvV5HPp/H0dGRdD44xEaJIPWz\nyWRyQoRAB37pByYFs2oGXvFG4Pk/jXq9LmmhNBowYlaiQZjNZsRiMZHXkFRZ5L3NyPFF3REy+alU\nStjnZrOJk5MTcb2Yd61TYsggLSO8Xi963hB6z3sZ8Ob7gJf/HmAywfQHr0TiTb+K4fX3tFqtLiQ/\njBZ+Jycn4jFO8tFkMuHy5ctIpVJTHRpq340dQZ/Ph0gkgn6/j0wmI8OJRpkGMDFxcDgcKBaLcwfm\nz4qNaVJd16u6rr9a1/Xv1XX9ibquP1vX9d/Qdf3c+PBcLger1SoFWTweRzQandsOWIbRaCSDR9uC\nLGg0GsVwOEQ6nd6ZPtLtds+9CC4ier2e3AThcPhUNOauQI3XlStXEAgE0G63cXx8PLcA5aGGG8js\n5zIrn+j3+6LNJIbDIRqNBsxm88QX87rNXPubnwHF7jg19QtAbm76HwOTNme/30c4HIbVasXe3h4G\ng8EpHZvT6ZRi2Dhg1YcJ4+e/DADgf+trUC6VkE6nkc1moWkagsGgFITG950L1GAwEJu3Vqs1tWiz\nu2EsmhnZnUwmz8T8kqFhW24WdC7hz5x3XDNfKzccsv5G7fUDuLngsODe3h7i8TguX76MeDwuLFGx\nWMTh4SHS6bR0dOZ9TtTFM4WNoSatVksOSIv+Pn3S2fE4K3RdR7vd3jpJsVwuL5VlEJQ08R7l4ZPa\n41wuN/e+W/a8K5WKFD67jBony8xhLf7bsqS/Xq8ndoHL0Gw2hUxZBGOS6uHhIa5du4Z0Oo1SqSTM\nL4tkl8uFWCyGQCAg5IWu6xMJXacF/B9Pm4SDOFzAb74LeNLzhbjweDxyQJuVfVHfbpRoEDabTYrA\nXC4n9qPzQDZ5lXyT7DMJRRInvKf42oEbdqAApoJECKPfNVQV+O4XA7/6ZsBqg+Xtr8Mdf/JfYNJG\nSx1K2u22SABJInE2yWw2IxAIzO0KU1vOvYJwu93iUpXJZERmadQx834wm83I5XI7t2a8Lewa2F7m\nB0N/203BwmEXk/oulwuJRAKKoiCTyaylm1oFFn0mk2mlNvdWgUVPJpOBoihIJpM7Sb5a9Le4ODoc\nDvj9fuzv70tUZzqdPnWSNJlMUxsIbxhOQtMRBZgxpL8OSjPcbjd69SrC//R+AMD4u35Q0ot0XZ/a\n3JrX21RcOJvNpoR58IDmcrlgsVhQq9WmPlebzQaz2XxK16xpGvpP/gGM/RHY7/s8Oh98M8bjMcLh\nMA4ODpBKpQBMmBwjyOIoioJms4m9vT1YrVbxdyao9aUtk6qqGw1uLvq8eKDwer1zdcPdbhf9fl8Y\nuZvh8WvU0tHSSFEUcX94ALcW1H4Gg0Hs7+9jf39fNtJKpYKTkxMcHx+jVCpNsW1kpGlZxYKL+uZl\naxI1lbVa7RQLuA16vd7W0oxOpyNOAMtkCUY9M1vcJFfoBsVD/Tp7Bwe52DUj07crudQsywysdsZY\nR89M5ni2S0X9crFYxPHxMa5du4ZCoSB6ZY/HI52Og4MDiU6mdMBorciY6HE5B/z444FPvm+S3ve7\nfws86jsA3CiQqZN3Op1zGV06Cc0jwigrrFarc733CR5kNlmvjOwzDwaNRkPY52w2K7Mr89ZhWsTR\nohTAxK7ut96DscONvU+9B3e9/mXQWqc7QzxEZjIZ2VMtFguuXLmCVCol1r/LZEB7e3uybxuvZ4fD\ngUQiAQDI5/PweDwiUTK+9lgsBl3X1zYIWBcLi2ZFUR677dfOnt113HHHHVMnoUajgatXr248zNNu\nt6cY67PCZrMhkUiIdKBarZ650GWLiANdFwkM8aB356asJFP8Zgu9ReDiaFx0LRYLYrEYotEoNE1D\nJpNBsVicYlfY+qJEYjwen2KZ6Roxu3iXSiUAk0Xd95kPwdxton3wUDge/o2oVqvodrtTLhjUVJKl\nodE67Q0Jdig4nW78dzKhlI1Qn3ZUKKHy5ImOOvHu30cykZADClOXZk/iDAVwuVxSoIfDYfFEJugq\nQWnNLiwPaSEXCoXg8/nErN4Ifg6UZtwMGE32jXp2RVEeGAi8YGDnx+/3y0AhuzWNRkMcOaiHJDNK\nq7dl4Qiz4OMycvksoDRjU0KGLCBf8zJQz0x5lTEhFJjc05QJrNo7OPxFPWgwGMRgMICqqjtJTGR3\ny8gy8zUsSvpjsbpKz8zMg9kCk7ILBhkFAgEkEglcvnxZbC2NMycE1wUWpjJgWM/D9OLHAl/+9CQg\n5P/5GPDQbwBwo7to1M17vV7JEzCC1qmLDmfUZVP3Pw90E9nmOuUeQ/Y5GAyKxKHb7aLX6y3sbNPV\nyUgK6v/xccj9lzdB8wbh/eLH8TWv+ymU7vtXABNyqlar4fj4WB6fnwWvBWr/Z2dtZkG9drlcFkc0\nFvCsvUwmk0hr2JUirFYrotHoWgYBm2DZ3fG3Wz6mDmCn0zUmkwk+n08m82k/cs8990h7ZRVjxdPm\nsvSzbcDYxWKxiEqlguFwKGzxtuDpjgEV5zkotS4GgwHy+bxo6Da1CePv8+bkZ7oMnNCdXRy5YDqd\nThngoLczJ4/Z+srlcigWi+h2u1MLHHW/xvfWKM0YDAaI/8NEmlHixw4yAAAgAElEQVR77LPhv94K\npi8m0Wq1MBqNpA1GR415J2jqrVlkE0wO1DRN2svU4Dqe91PQ3/MGOK5+Hr2/eyfUJzxT3gMmBLbb\nbZF2kE11uVzIZrNoNpty79Trddk0eNBwOp3w+XziNrDtdTsajWTokFGslUoFjUZDLOfoXEJXkrPG\nDK8LWs+RpfF6vZKG2Ol0hFV6ABcP1EJTVtPtdiUMiUVINpuVtj8H/dZZm0wmE+Lx+NRA1jaEClm1\nbQ6e5XIZmqatZe1GPTOLSqv1tGOD1+tFv99HtVqdsk+bfb6lUkm6YXy/SCKcpWvIGYpGoyGBMsa/\ny/VpHtbxZ2YBx44R0e/3UalU4HK5xM2IsNlsqFQqaLVap96P2c+OCYD+4iECr3w+TPUScNd/AH7r\nPUDwxiB6q9WCpmlTr48+xFxn+RwY8sGByFlw/aGD1rxku1mZ2bafEZl/diGpfWbqodfrnXIbowTG\nODTb6XTQPXgoCq98M8KvfB7cVz+P1Kuej6P/640Y+Sdx2HwvaF0Yi8XExpRSxlXXu6IoiMfjEkxn\nDIljvkU0GpUOlKZpKBaLUkwDk711HYOATbCsaP6lLR/z3DQFHIBwuVwIBoM4Pj5GsViUgShOHc+7\noOhZex4bNb0TrVarFM6xWOxMk/lkm4vFIpLJ5C1102g2myiVSrLJbKp5M6YDxuNxSZljWMc8GBfH\nRTeXyWSSQrlUKomVFZlgtr5oP2M8MHGBNhbNbCP5fD4Mr34Fe/f+/xhb7Bg87lkSBW30HCbLbLVa\n4XQ6USwW5bOfd4LmQaFSqUwledHn8vDwUD5nCb4JhoHnvwz4nZdD/eNXAY9/BnD9ZzweD8rlMqrV\nKjwejyRpkX2z2+2o1Wrwer0IBALodDrIZrNQFAWapiEcDovna6PRmApz2RS08OIQET/bZrOJQCAg\njIDJZJKC+WY6VzidTtGNspVK5o7P8QFcbDAemQUID86tVkuKT2ql+/3+WomrdEXKZDLIZrNrByQZ\nwYSzTa8hyjKWuWUYQT0z10N63BoPu5T40bd9NiGNEio6EzC9ky4IZ5kx6PV6ElJhfGzCuD4t+n2T\nybSUJOp0OtA0bYq4IFuvqupcbS6vm3nEwGAwmIqM7nQ6sHz2owj/9o9B6TTRf/g3w/Zb7wJcN7qd\nlCjO6uZpBWfUTBMul2ti63bdscgIkkOpVEqG3ecd4OgXPRwOz9Qtr1arE1IoHofL5RLnp0ajgUKh\nAFVVhRyiA0W5XJbn3mq1Jp27UAr5V74F4Vd9P5wn9yDyC89C6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BZDKpVCsVgcsj7bb5G+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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10de48a10>"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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bN6u/5vqq/RcPXDzA0G5DcTubCmFhzDxrIqNIzRQ5dPgQn/YpZOTOy6Sm1igo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Ej+uMeekDWK7YztxGNXC9Gzp1yZbWMjp2r7+PiIr7/+WowePVoMHz5cREZGih9//FFcv35dBAYG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\nM9Sns2FdAykKDpCVX7wp9TpuE9vISJkXPk+W19got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xMRFyaThsnkxWz2YbEIBgPk5kKN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\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1623d1750>"
       ]
      }
     ],
     "prompt_number": 88
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "array.ix[4].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 86,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x162385d10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x15bf63e50>"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Non-summer Weekday with RL/EV Peak Periods"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "ax = fig.add_subplot(111)\n",
      "#average_day_list = new_apt_and_weather['USAGE'].ix['01-oct-2014':'31-jan-2015']\n",
      "weekday_newapt, weekend_newapt = avg_day(new_apt_and_weather,'01-oct-2014','31-jan-2015')\n",
      "\n",
      "\n",
      "#average_day = average_day_list.groupby(average_day_list.index.hour).mean()\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "plt.axvspan(7,10, facecolor=gray_light, alpha=0.5)\n",
      "plt.axvspan(17,20, facecolor=gray_light, alpha=0.5)\n",
      "\n",
      "plot_avg_wkday = weekday_newapt.ix['USAGE'].plot(marker='',color=red_orange,linewidth=linewidth,grid='off')\n",
      "\n",
      "ylim(ymin=0,ymax=6)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2),fontsize=16)\n",
      "xlabel('Hour of Day',fontsize=16)\n",
      "\n",
      "\n",
      "\n",
      "ylabel('Electricity Usage (kWh)',fontsize=20)\n",
      "title('Mean Non-Summer Weekday of Electricity Demand \\n October 1, 2014 through January 31, 2015',fontsize=20)\n",
      "\n",
      "plt.show()\n",
      "\n",
      "fig.savefig('plots/Mean_Non_Summer_2014_Jan2015.png',bbox_inches='tight')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZTQEOLk0zPg+/Api1MHxBUi3rlGJcpOT4TeBeYInSvMaQvkTOKA3vz/O5BVho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\nRESkBf8fYqwBeFSE5lMAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x113e972d0>"
       ]
      }
     ],
     "prompt_number": 89
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Non-summer Weekday with RL/EV Peak Periods"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "#average_day_list = new_apt_and_weather['USAGE'].ix['01-oct-2014':'31-jan-2015']\n",
      "weekday_newapt, weekend_newapt = avg_day(new_apt_and_weather,'23-may-2014','30-sept-2014')\n",
      "\n",
      "\n",
      "#average_day = average_day_list.groupby(average_day_list.index.hour).mean()\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "plt.axvspan(10,19, facecolor=gray_light, alpha=0.5)\n",
      "#plt.axvspan(17,20, facecolor=gray_light, alpha=0.5)\n",
      "\n",
      "plot_avg_wkday = weekday_newapt.ix['USAGE'].plot(marker='',color=red_orange,linewidth=linewidth,grid='off')\n",
      "\n",
      "ylim(ymin=0,ymax=6)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2),fontsize=16)\n",
      "xlabel('Hour of Day',fontsize=16)\n",
      "\n",
      "ylabel('Electricity Usage (kWh)',fontsize=20)\n",
      "title('Mean Summer Weekday of Electricity Demand \\n May 23, 2014 through September 30, 2014',fontsize=20)\n",
      "\n",
      "\n",
      "fig.savefig('plots/Mean_Summer_2014.png',bbox_inches='tight')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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sy/sG+WP9Alm7uPgoru/NS1x3UB50VIavS02tTmX8xmX85W3mvRpd1DSTP0B3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\nfVX7jpCTF/8xVVfX9C4S2+tIVWXtHkfq9kQSsy1VlbVv2qyqwlw1uGp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7dvC8HTAauNk5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\nKGkWEREREWmCkmYRERERkSb8P691tgsp/fnTAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111b74150>"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weekday_newapt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
        "      <th>3</th>\n",
        "      <th>4</th>\n",
        "      <th>5</th>\n",
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>...</th>\n",
        "      <th>14</th>\n",
        "      <th>15</th>\n",
        "      <th>16</th>\n",
        "      <th>17</th>\n",
        "      <th>18</th>\n",
        "      <th>19</th>\n",
        "      <th>20</th>\n",
        "      <th>21</th>\n",
        "      <th>22</th>\n",
        "      <th>23</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>USAGE</th>\n",
        "      <td>  0.289659</td>\n",
        "      <td>  0.310795</td>\n",
        "      <td>  0.263636</td>\n",
        "      <td>  0.268068</td>\n",
        "      <td>  0.306364</td>\n",
        "      <td>  0.507045</td>\n",
        "      <td>  2.650000</td>\n",
        "      <td>  1.168750</td>\n",
        "      <td>  0.411818</td>\n",
        "      <td>  0.351136</td>\n",
        "      <td>...</td>\n",
        "      <td>  0.292727</td>\n",
        "      <td>  0.321250</td>\n",
        "      <td>  0.351818</td>\n",
        "      <td>  0.383636</td>\n",
        "      <td>  0.545341</td>\n",
        "      <td>  0.924091</td>\n",
        "      <td>  1.077273</td>\n",
        "      <td>  0.832386</td>\n",
        "      <td>  0.458864</td>\n",
        "      <td>  0.329318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>tempF</th>\n",
        "      <td> 42.328409</td>\n",
        "      <td> 41.652273</td>\n",
        "      <td> 41.129545</td>\n",
        "      <td> 40.634091</td>\n",
        "      <td> 40.334091</td>\n",
        "      <td> 39.964773</td>\n",
        "      <td> 39.645455</td>\n",
        "      <td> 39.594318</td>\n",
        "      <td> 40.398864</td>\n",
        "      <td> 42.732955</td>\n",
        "      <td>...</td>\n",
        "      <td> 48.994318</td>\n",
        "      <td> 49.145455</td>\n",
        "      <td> 48.514773</td>\n",
        "      <td> 47.225000</td>\n",
        "      <td> 45.588636</td>\n",
        "      <td> 44.020455</td>\n",
        "      <td> 42.971591</td>\n",
        "      <td> 42.397727</td>\n",
        "      <td> 41.815909</td>\n",
        "      <td> 41.318182</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>2 rows \u00d7 24 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 74,
       "text": [
        "              0          1          2          3          4          5   \\\n",
        "USAGE   0.289659   0.310795   0.263636   0.268068   0.306364   0.507045   \n",
        "tempF  42.328409  41.652273  41.129545  40.634091  40.334091  39.964773   \n",
        "\n",
        "              6          7          8          9     ...             14  \\\n",
        "USAGE   2.650000   1.168750   0.411818   0.351136    ...       0.292727   \n",
        "tempF  39.645455  39.594318  40.398864  42.732955    ...      48.994318   \n",
        "\n",
        "              15         16         17         18         19         20  \\\n",
        "USAGE   0.321250   0.351818   0.383636   0.545341   0.924091   1.077273   \n",
        "tempF  49.145455  48.514773  47.225000  45.588636  44.020455  42.971591   \n",
        "\n",
        "              21         22         23  \n",
        "USAGE   0.832386   0.458864   0.329318  \n",
        "tempF  42.397727  41.815909  41.318182  \n",
        "\n",
        "[2 rows x 24 columns]"
       ]
      }
     ],
     "prompt_number": 74
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "#average_day_list = new_apt_and_weather['USAGE'].ix['01-oct-2014':'31-jan-2015']\n",
      "weekday_newapt_summer, weekend_newapt_summer = avg_day(new_apt_and_weather,'23-may-2014','30-sept-2014')\n",
      "weekday_newapt, weekend_newapt = avg_day(new_apt_and_weather,'01-oct-2014','31-jan-2015')\n",
      "\n",
      "\n",
      "#average_day = average_day_list.groupby(average_day_list.index.hour).mean()\n",
      "\n",
      "#weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "#plt.axvspan(10,19, facecolor=gray_light, alpha=0.5)\n",
      "#plt.axvspan(17,20, facecolor=gray_light, alpha=0.5)\n",
      "\n",
      "plot_avg_wkday_summer = weekday_newapt_summer.ix['USAGE'].plot(marker='',color=red_orange,linewidth=linewidth,grid='off')\n",
      "plot_avg_wkday = weekday_newapt.ix['USAGE'].plot(marker='',color=my_cyan,linewidth=linewidth,grid='off')\n",
      "\n",
      "\n",
      "ylim(ymin=0,ymax=6)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2),fontsize=16)\n",
      "xlabel('Hour of Day',fontsize=16)\n",
      "legend(['Summer (May 23, 2014 - Sept 2014)','Non-Summer (Oct 2014 - Jan 2015)'],fontsize=16)\n",
      "ylabel('Electricity Usage (kWh)',fontsize=20)\n",
      "title('Mean Weekday of Electricity Demand \\n May 23, 2014 through January 31, 2015',fontsize=20)\n",
      "\n",
      "\n",
      "fig.savefig('plots/Mean_Weekdays_2014-2015.png',bbox_inches='tight')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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MVqRg7JzB2Oj58iZmBNt34eEdzu9kcoGjMH+MGR25SVXfiySdqh5UY1vdEaPI\njfVdhHOmOArz+5iX9b9UdbSLmGekqJRLnG942hnUoyzGFd5HqvpiKLHc5h+GUHXOxHzcuOG2SMrT\nB7uzSXMmo22eMkLZy4azow3XTgjd1kh5E3gGqIQxMZiEucfGY66foEV3oerlfLSccZ1EpAjmY+VR\njE336xjTD0+9CFMvt3Ps4WVMvw3xCbsD82zKzi94SFT1qDMrcS3wNTBYROrlNr+8wFGYlwG1MAqz\n272Z78+HcDgfMp6F4FfmRxmWcxO7ENByTqOq+0XkHcwCpsOYBSBbskn2CMZGsKmqbvWNEJEquHuw\nSBeRacAIEekEbMEo3Ws1FwtORORijC1qGaC3qi7IaR6qekhE1mKmb2tjRlbOCBGJwyjMrYFJIRRm\ngG0Yu8ELRaSQy0hqLec31GLMSKiOGcnqEMpDAvChsyjwXlX9zxmUdaa4mSF4FIfKIdLEB8iB6VNw\nf3a7Kdce05xQnhmy9diQH4hIU8wiwA+BLuqzsM7xrDAqj4rKcvKM0uDFe2791R1j4jFVVQcF1Dke\nYyYVipALDlX1VxGZD/QUkTqY67Y+xtQkcOFijlHVDMdDR0PnyO4Zly84fbQU87y5K8zH7HfObygT\nn7x4PmSHZ+YgNh/LsJxjWKXZcj7wMmYBYHkC3BuF4CLgaxeFOQqjLIbiBeBezGjSJsxMTo5HmUWk\nIcbWNA7oqaqLcpqHD56p5DO2axaRUsBioBnwqKqODSXrfER8ghnFuZLgFfBdnN+QrrgiYB/wKu7K\nSlvMi3chxp40kg8Xj2J/piOokeLxptI6xIdFuwA5MAvwwHwwBNLUJczj+aOFiIiLDXG46zk/ucj5\nne+izDbDmC3kBQcxsw3VMYsbfXHrL0+93naJC/pYziHPY+zTh2Bs1SGXs1AhyLN7PTc4NvrLgAuB\noarq6tITQI2Hm51AHRFJdDGtyovnQ3Z43Ie6mSBZLK5Y8wzLOY+zaKg7ZrT5zQiS7ABqO6MmgHf0\nKwWz8YbriJIa/6EfYlxiDcG8sN/ISV1F5FKMSUYs0D07hVlEqoXy7+q4WGqKcev0bUDcco9v2Qjr\nVQajyDfDbO4RUmH24QXn91Ff/7bOwsYbgd8IsyAzO1T1Z1W9XVXvCDw4bcP7lBMWycvXo5Am5LZO\nOcFZWPohUAP4P984EWmG2TjmAMZ0wYNntuA2Z6GpR74aZmFYYBm7MB8stfA3DUBEOmN2mywIPLb5\n7XwDnalviboIAAAgAElEQVT95/KwHE9/+flrF7O9ep8c1OtCjPlIrnGuwa1Af4xLwe9UdUX4VH51\nKOvUwy2uK+b5tp/TJmS5RozP8CwRcfs4c5NPwJi01QAGhlOYffCMQv9TfHxEikh3zMfcNznpnxD1\nauKbt094e8wAhwKzzqQMy/mFHWm2nBfk0Lzh35gH+lci8jZm9XcrjMK8gNP+j914AWNLXAl4RkNs\nRuCGo5h6TDKWAq1EpJVb/fT0BiiXYRb7fYoxidiLmfptjtls5ABmoVwgUZgXRkaE1XvbKWsbUEjM\nZiCBvOPrPUBV3xCRnhj3UV+JyHuc3kZbgNs1wA+v42/WszCnhPNb2zF9cbLVM/WS4YqqHnXMWa4U\nkVnAD5jR53dzY2ITIUMxi/GeEJGOwBcY/7W9cbaCV9VjPnVcJyIrgTbAOscHcCXMh9oSjDeGQO5y\nynheRK7GjLpfiBn1fBfzQRnKvCW/WO/UqaczI/EJph2dMVP3v5I39uhTMR4mRotII4xHmdpOOW/j\nvzAPzP39I8bMqiHGZ3d1jIu09zAzVmfCi5jnC+R8AWB14AsRWY8xW/gFY2JyKeZj9g+M+zy/Rcci\nch3GFAZOmwK19LmnflfV+wPK8jwfIvULvxzzsfkFUCPE82Gq+vtkfgpz3fYCPnPMSzw+yo/hv6g6\nt215CrjIeT7+4oRdgvkoUmCMBmzvbbGEJTufdPawx1/pwLwkTxGBf15C+Gl24vpjpraPcnpEtD7G\npvEULn5ynXRRmC2lTwEX57DuiU59ThHat+gpoLpPmmrAE8BazEKkkxgb2C+AiUAFl3IEMyK1DYiK\nsG47nLJD1e0ULtskY0wd/g9jrnLcKfc9oHmIcvr75Bd4ZBHC5+6ZXAcB6WpiXKrt8yn3VicuiTDb\naDt9tD0gLOz14shcgJm6T8UsDPsN5yMlhHwpjMK1F2N7vwnzoRHSzzRms463MKPpRzFKahfgPidN\nt+zakpM2BcjPdMq4KSC8DGZUeQdG4fsBswCvWIi+7B/qOnPiQ93L9TB2+IcxruyWYUyGXPMDqmJG\nH392rtmvnX4q5FZGTvoDo+SewiiFZXJ4bZbGrLdYifmoOOG06WvgP4T2Lz0O93vKc+8G9nMZJz6i\n7et9+j6755abb/FimAWW3zvX8l7MbGDdPGrLQMyH0A7n3Kdj7rPXgVY56X972ENVjWP5gkSMr8pX\nMAqJYqZ27Jef5S+JiNTEvPxXqeqZ2kDmCyJyCWYEbZiGXqhjOQ8QkdkYM4U6GrBbXR6WsQTjj7qD\nRmYmc84iZufKjzBuL/sXdH3cEJFuGN/SV6vx5W2xWBz+DOYZ/wEWqmovESmMXclq+Wtzn/P7bIHW\nIjxtMaPSUwq6Ipb8x7HprKSqewLC22NMZb7JR4W5EmY79ZOY2Y/zHY/pwJ/5+dAG+MoqzBZLMAU6\n0uysxv9KVV0XN1gsfwWcRVh9MYutBmC2jm5SoJWyWBxEJIbTZglbMXaq9TGjv+lAZ1VdmcdlXgd0\nwNifXgD8V1Xvycsy/io4ttFdMWsCegILVLV7wdbKYrHkhoIeaa4B/C4iU4FGmJGIezSXu6dZLAVE\nTcwGCMeAD4A7C7Y6FosfJzELVK/CLBgrjrG7fxN4XN23fj5TumPMPrZj7JYfz4cy/io0wawvOATM\nAYYVbHUsFktuKeiR5qYY11AtVXW9iDwNHNbI3FlZLBaLxWKxWCxnhYIeaf4Z+FlV1zv/zwUe8BUQ\nkYJdqWixWCwWi8ViOW9QVVeXlwW6uYmzMGWXiHi20uwAfOMid14c48aNK/A62Hbadtp22rbadp5b\nx/nSzvOprbad+XeEo6BHmgH+BswWkWiM39h82bjAYrFYLBaLxWLJLQWuNKtZhHJ5QdfDYrFYLBaL\nxWIJRYGaZ1j8SUpKKugqnBVsO88tzpd2wvnTVtvOc4vzpZ1w/rTVtrNgKPAdAbNDRPTPXkeLxWKx\nWCwWy18fEUH/jAsBLRaLxWKxWCyWvwJWabZYLBaLxWKxWLKhwBcCWiwWy/mKiOsMoMVisVjykdya\n/Vql2WKxWAoQu2bDYrFYzh5nMlhhzTMsFovFYrFYLJZssEqzxWKxWCwWi8WSDVZptlgsFovFYrFY\nssEqzRaLxWKxWCwWSzZYpdlisVgsFovFYskGqzRbLBaLJU+ZN28ebdq0oVKlShQvXpzExER69OjB\nkiVLCrpqfyrWrVtHiRIl2LNnjzcsKSmJqKgoWrVq5ZrmtttuIyoqimrVqp2tagIwd+5crrvuOqpX\nr07x4sWpW7cuDz74IEePHvWT++KLL+jcuTNVq1alWLFixMfHc80117B27dpclbt7925GjRpF48aN\nKV26NBUrVqRDhw6sWrXKVX7evHk0btyYYsWKkZiYyMSJE8nKyvKTWb16NQMGDKBBgwYULlyYGjVq\nZFuPjIwMGjZsSFRUFK+++mqu2hKOgrhnNmzYQEpKCgcPHsxW9siRI6SkpNCsWTPKlStHmTJlaNWq\nFe+++66r/OrVq2nZsiXFixcnPj6ekSNHkp6e7iezefNmhgwZwmWXXUZ0dDRRUZGppJ07dyYqKoox\nY8b4hc+fP5/KlStz5MiRiPLJDVZptlgsFkue8cwzz9CzZ0/q1KnDlClTWLhwIQ8//DAAH3/8cQHX\n7s/Fvffey5133knlypW9YSJCXFwca9euZdu2bX7yx48fZ+7cucTFxZ11H9//+te/KFKkCI8//jiL\nFy/mzjvv5IUXXiA5OdnPbeKhQ4eoXbs2Tz31FB988AH//e9/SUtLo23btqxfvz7H5X7xxRfMmTOH\nHj16MHfuXKZNm0ZMTAxJSUm8//77frJLliyhV69eNGvWjMWLF3PPPffw6KOP8uCDD/rJLVu2jNWr\nV9OwYUPq1asXUV8++eST7N+/H8h7/+oFdc9s2LCBCRMmRKQ0//TTT7zwwgskJSUxe/Zs5syZQ+3a\ntenRowfPP/+8n+ymTZtITk6mcuXKvP/++zz66KNMnTqVAQMG+Ml9+eWXLFq0iMTERC6//PKI+vX1\n119n06ZNQPB56NatGwkJCfzjH//INp9co6p/6sNU0WKxWM49zsXnW7Vq1bRnz56ucVlZWWe5NgVH\nZmamZmZmhoxftWqViohu377dLzwpKUlbt26ttWrV0pSUFL+4mTNnalxcnPbu3VurVq2aL/UOxb59\n+4LCZsyYoSKiy5YtC5v2yJEjWrRoUb377rtzXG5aWlpQP2ZmZmqdOnW0TZs2fuGXXnqpJiUl+YVN\nmDBBo6Ojdc+ePd4w3+uwb9++mpiYGLYO27Zt09jYWH3ttddURPTVV1/NcTvCUVD3zNSpU1VE9Mcf\nf8xW9tixY/rHH38Ehbdv316rV6/uF3bddddp7dq1/c6b51r58ssvvWG+bXvooYdURMLW4cCBA1q5\ncmV94403VER0zJgxQTJTpkzRkiVL6tGjR0Pmk91z14l31UntSLPFYrFY8oyDBw9SqVIl1zjfkaGU\nlBTX6dgBAwb4TZenpqYSFRXFiy++yAMPPEDlypUpWbIk/fr14/jx42zdupXk5GTi4uKoVasWM2fO\n9MvPU853331HcnIysbGxJCYmMnXqVACmTp1K7dq1iYuL46qrrmL79u1BdXrppZdo1KgRxYoVo0KF\nCgwePDhodC4qKoqHH36Yxx9/nBo1alC0aFE2b94csp9efvllmjdvHmQaoM6obb9+/Zg1a5Zf3IwZ\nM7j++uuJjY0Nyu/ZZ5+lRYsW3qnzFi1asHDhQm/8iRMnqFChAiNGjAhKO23aNKKiovj+++9D1rdc\nuXJBYU2bNgXg119/DZkOoHjx4kRHR1OoUKGwcm6UKlUqKF2hQoVo1KiRX7m7du1i48aN3HLLLX6y\n/fr1IyMjg0WLFnnDcjpSfOedd9KnTx9atmyZ4/pHQqT3DMCOHTvo27cvFStWJCYmhsaNGzNv3jw/\nGc81v3nzZtq1a0dsbCwXXHAB48aN815f06ZNY+DAgQDUqlWLqKgooqKi2Llzp2s9ihcvTkxMTFD4\nZZdd5nceMjIyWLx4MTfccIPfeevduzfR0dF+5hw5PQ+jRo2iYcOG3HjjjSFlevXqRXp6Oq+//nqO\n8o4UqzRbLBaLJc+44oormD59Ok8++SQ//PBDWNlQL0238Mcee4y9e/cyc+ZMJkyYwJtvvsngwYPp\n0aMH3bt3Z968eVxyySUMGDCALVu2BKXv3bs33bt3Z/78+TRp0oRBgwYxcuRIXnnlFZ588kmmTp3K\n1q1bufnmm/3SPfDAAwwfPpyOHTuyYMECnnjiCRYvXkyXLl2CbGWnTZvGokWLeOqpp1i4cCHx8fEh\n275kyRJat24dsv39+vVj+/btrFmzBjCK6bJly7j11ltdd5FMTU1l4MCB/O9//2POnDk0bdqUrl27\nem1iixYtysCBA5kxYwYnTpzwSzt58mSSkpKoXbt2yPq6sWLFCgAuvvjioLisrCwyMjLYuXMnw4cP\nB2DQoEE5yj8UJ0+eZM2aNX7lfvPNNwA0aNDATzYxMZHixYvz7bff5qqs2bNn88UXXzBp0qR8270z\n0ntm165dNGvWjK+//pqnn36aBQsW0KRJE66//noWLFgQJH/dddfRsWNH3n33XW6++WYeeeQRJkyY\nAEDXrl29JiBz585l7dq1rF271s9UKBJWrlzpdx62bdvGiRMngs5DTEwMNWvWzPV5WL16NTNnzuS5\n554LKxcXF0ejRo3yzxY81BD0n+XgHJy+tFgsFtUcmmc0I3+PPOL777/XSy65REVERUTLly+vffr0\n0Q8++MBPbty4ca7Tsf379/ebLt+xY4eKiLZv395PrmfPnioiOnv2bG/YwYMHtXDhwjp+/PigcmbO\nnOknV6hQIS1fvrweOXLEG/7MM8+oiOjOnTu9ZRcqVEgfeeQRv7I/+eQTFRGdN2+eN0xEtEqVKpqe\nnp5tH/30008qIjp9+vSguLZt2+qVV16pqqpt2rTRoUOHqqrqpEmTNCEhQbOysrR///5hzTNOnTql\nGRkZ2rFjR+3evbs3fPv27VqoUCG/vti4caOKiL755pvZ1tuXn3/+WStUqKAdO3Z0jb/++uv9roGV\nK1fmKP9wjB49WqOionT16tXesNmzZ6uI6NatW4Pkq1atqoMHD3bNK5x5xoEDB7RixYpecwzPtZjX\n5hmR3jMDBw7UihUr6oEDB/zCk5OT9dJLL/X+77nmJ02a5Cd3++23a1xcnB46dEhVT5tnbNu2LVf1\nnjx5soqIvvbaa94wz72xZMmSIPlWrVpphw4dXPMKZ55x4sQJrVevnp85RijzDFXTTwkJCSHrnd1z\nF2ueYbFYLJazQa1atfjqq69YsWIFDz30EJdeeinvvPMOnTp1YuLEibnOt0uXLn7/16lTB4BOnTp5\nwzzeFX7++eew6UuXLk2lSpVo3rw5JUqUCMpz165dAHz44YdkZWVx8803k5mZ6T2uuOIKSpQowcqV\nK/3K6Ny5M0WLFs22LXv37gXcTR58ufXWW5kzZw4nT55kxowZ9O3bN+To/BdffEHXrl2pXLkyRYoU\nITo6mg8//NDP5KJGjRp06tSJyZMne8MmT55MxYoV6dmzZ7b19nD06FG6d+9OdHS018wlkCeeeIL1\n69fz1ltv0ahRI7p168bnn38ecRmheO2115g0aRJjx44N6WEkEM3lCPH9999PrVq1vGYMOcH3esnM\nzAwrG+k9s3jxYq6++mpKlizpl3fHjh3ZuHFjkCeTG264we//G2+8kaNHj4Y1G4qU5cuXc/fdd9O/\nf3/69OlzxvmF45///CcnTpzgoYceiki+fPny3nssrymcL7laLBaLJW9Zmz9Tw/lBVFQUV155JVde\neSVg3IZ17tyZ8ePHM3z4cEqVKpXjPMuUKeP3f3R0dMjwQNdWoeRC5elJ/9tvvwFw0UUXBeUnIhw4\ncMAvLJw5Rm7o1asXf/vb3xg/fjxbtmzhrbfecpXbtWsX7du3p0GDBjz77LNUr16dQoUKMWbMGL77\n7js/2WHDhnHttdeyZcsWEhISmDVrFsOGDaNw4cjUgT/++INrr72W1NRUVqxYwQUXXOAqV6NGDWrU\nqMFll11G165dadCgAWPGjPGzLc4pCxYs4LbbbmPw4MGMGzfOL85zLt08QaSlpVG2bNkclfXZZ58x\nbdo0li1bRlpaGgCHDx8GjBeTtLQ0Spcu7Zo2NTWVCy+8MCisevXqIcuL5J757bffmD59OtOnTw9K\nLyLs37/f7yMw0E7a8/8vv/ySXfPDsn79erp160aHDh145ZVX/OLCnYcDBw7QsGHDHJW1c+dOJk6c\nyKuvvsoff/zBH3/84Y1LT0/n0KFDxMXFReyu7kyxSrPFYrFY8pX4+HgGDRrE//3f//HDDz/QtGlT\n76KizMxMP4Vt//79Z92dWig8I8EffvhhkILtG+8h0np7lBePC7NQlCpViu7duzNp0iQuv/xy70h4\nIIsXL+bw4cPMmTPHT4k9duxYkOzVV19NQkICL774IpdccglHjx7ljjvuiKjeGRkZ9OrViy+//JIP\nP/yQ+vXrR5SuSJEiNGzY0OsqLDcsXbqU3r1707NnT7+Rcg+eumzevJlmzZp5w1NTUzl+/Dj16tUL\nmbfbefv222/JysoiKSkpKO7uu+/m7rvvJi0tjZIlSwbFV6lSJWhUPacfVG73TPny5WnTpg2jRo0K\nmcaXPXv2+C009Yy+VqlSJUd18eXrr7+mU6dONGnShLfeeitokWbNmjW9i2B9F+ylp6ezY8eOsIv4\n3Ni+fTsnTpwIWuAJxg3gk08+yYYNG7jkkku84fv27cuxbXakWKXZYrFYLHnG7t27XRUEz4in52WW\nkJAAmJdw48aNATMi+Omnn+ZqJDo/SE5OJioqip9++on27dvnWb7Vq1enYsWKbNy4MVvZ4cOHc+LE\nCfr27esX7qvoHT9+HMDv4+P777/nk08+CRrdFBGGDBnCpEmTSExMJDk5OaLNPbKysujbty/Lly/n\nvffe44orrsg2jW/9Pv/8c9cFg5GwZs0aunfvTnJycpBHEQ/Vq1enUaNGzJ4922/B4axZs4iOjg4y\n78mOLl26sHz5cr+w3bt306dPH+6//36uueYaVy8mYD4SmjRpEnFZkd4znTt3Zs2aNdSrV8/Vk0Ug\nc+bM8VOw33jjDeLi4ryjvR5TIs/1kx0//PADycnJXHTRRbz33nuupkjR0dF07tyZOXPmkJKS4lWq\n586dy4kTJ+jWrVtEZXlo3Lhx0HlQVdq1a0e/fv0YNGgQNWvW9IvftGmT17NLXmOVZovFYrHkGQ0a\nNCA5OZmrr76axMREDh8+zMKFC5k8eTI33ngjVatWBcyIZ6lSpbj99tsZP3486enp/POf/yQuLu6M\nvBREmjYSuZo1azJq1CiGDx/O1q1badOmDTExMezatYuPPvqIwYMHu45ERkJycnLIXe1869aqVStX\n211fmeTkZAoXLsytt97KiBEj2L17NykpKSQkJAR5+AAYPHgwKSkpbNy4kbfffjui+t51113MnTuX\nhx56iGLFivnt8FetWjXv6OWQIUMoV64cl112GeXLl+enn37i2WefZe/evcyePdsvz8TERGrUqBF2\nA4/vvvuOa665hgoVKnDfffcFbZDSvHlz79//+Mc/6Nq1K0OHDuWmm27iq6++YuLEidxzzz1UrFjR\nK7dv3z6vIrZz506OHTvGW2+9hapSv359Lr74YipVqhRk3pCamgoY2/c2bdpE1G+REOk9M2HCBK64\n4gratGnD8OHDSUhI4ODBg2zevJkdO3YE7VT4yiuvkJWVRdOmTVmyZAmvvvoq48ePJy4uDjg9Ov/c\nc89x6623UqRIERo1akSRIkWC6vjbb7+RnJxMRkYGKSkpQXbRTZo08Zo3paSk0Lx5c2644QaGDRtG\namoqf//73+ndu7f3AxmMqY9ngxrPB4LnPHhMe0qVKhWyrxMSEoLijhw5wqZNmyKePckxoVYI/lkO\nrPcMi8VyjnIuPt9efPFF7datmyYkJGhMTIzGxsZqkyZN9IknntCMjAw/2dWrV+vll1+uxYsX1zp1\n6ujs2bN1wIABWqNGDa9MKI8FKSkpGhUVpadOnfILT0xM1H79+uVYTlX1448/1qioKF26dKlf+MyZ\nM7V58+YaGxurJUqU0Isvvlj/9re/6c8//+yVCbea340VK1aoiOgPP/zgF56UlOT1nhGKAQMGaLVq\n1fzC5syZo3Xr1tWYmBht0KCBvvnmm0F96UtycrJWqVIlqF9CkZiYqFFRUV4PD76Hr7eSKVOmaMuW\nLbVcuXIaExOjNWvW1L59++rmzZuD8qxQoYL26dMnbLnTpk1TEXEtOyoqKkj+7bff1kaNGmnRokU1\nISFBH3nkkaANQj7++GO/PDx5R0VF+bUlkPzynpGTe+bnn3/WwYMHa5UqVTQ6Olrj4+O1Y8eOfl5k\nPN4zvvnmG23Xrp0WK1ZM4+PjdezYsUFljx8/XqtUqaKFChXSqKgo/emnn1zr6OmzUOchMN3KlSu1\nRYsWGhMTo5UrV9Z77703aHMUT3/65uP5+7bbbgvbZ+E2N4mLi/PzihNIds9dwnjPEM0nv4N5heOC\npKCrYbFYLHmOiJzRqKrlr03Lli1p0aIF//rXv85quQcPHqR69eqMGDGC8ePHn9WyPXz//ffUrVuX\ndevW5dtU+vlKSkoKEyZMIDMz86wtkPuz0Lx5c9q2bcukSZNCymT33HXiXRconF+9abFYLBbLn4Sn\nn36al156iT179pyV8vbt28fq1au9U9fDhg07K+W6sXLlSjp27GgVZkuesWDBAlJTU72btuQHVmm2\nWCwWi6UAuOKKKzhy5Ei+rfQP5L333qNNmzZ8/vnnTJ8+PeTWzWeDwYMHs3jx4gIr/1xGRP40HmjO\nJtdeey179uzx2mznB9Y8w2KxWAoIa55hsVgsZxdrnmGxWCwWi8ViseQjVmm2WCwWi8VisViywSrN\nFovFYrFYLBZLNlil2WKxWCwWi8ViyQarNFssFovFYrFYLNlglWaLxWKxWCwWiyUbrNJssVgsFovF\nYrFkg1WaLRaLxZJnTJs2jaioKMqUKUNaWppfnGdb34LYullVmTp1KldccQVly5alRIkSXHTRRfTp\n04f169ef9fr8mfnf//7HBRdcQHp6ul/4wYMHGT16NHXq1KFYsWKUK1eOzp0788EHH+SqnKeffpp3\n3nknItmPPvqIm2++mQsvvJDixYtz0UUXMWzYMH7//fcg2fT0dO6//37i4+MpXrw4LVu2ZNWqVUFy\nTz31FNdeey3x8fERX5effvopUVFRREVFkZWVFVHdIyUxMZF+/frlaZ7ZsXv3bkaNGkXjxo0pXbo0\nFStWpEOHDq79BTBv3jwaN25MsWLFSExMZOLEiUH9sHr1agYMGECDBg0oXLgwNWrUcM3L86wIPJo0\naeIn98wzz9CwYcM87+/cYJVmi8ViseQ5hw4dYtKkSa5xBbFb2ciRI7njjjtISkritdde491332XE\niBHs27ePdevWnfX6/Fk5efIko0aN4qGHHiImJsYbvmvXLi6//HKmTp3K0KFDWbJkCVOmTKFEiRJ0\n7tyZxx9/PMdl5URpfumll9i/fz8PP/wwS5YsYfTo0cyfP5/mzZtz7NgxP9lBgwbxyiuv8Oijj/L+\n++8THx9Pp06d2Lhxo5/cK6+8wr59++jRoweQ/XWZkZHBkCFDqFy5cr5cwwWxk98XX3zBnDlz6NGj\nB3PnzmXatGnExMSQlJTE+++/7ye7ZMkSevXqRbNmzVi8eDH33HMPjz76KA8++KCf3LJly1i9ejUN\nGzakXr162bZp7ty5rF271nvMnDnTL37o0KEcOnSIl19+OW8afSao6p/6MFW0WCyWc49z8fk2depU\nFRHt1KmTxsbG6t69e71xGRkZKiI6fvz4s1qn48ePa3R0tI4YMcI1Pisr66zWpyA5efJk2PiZM2dq\nbGysHj161C+8bdu2Wr58eU1NTQ1Kc++992pUVJQuX748R3VJSEjQW265JSLZ33//PShs5cqVKiI6\nZcoUb9iGDRtURHTatGnesMzMTK1Tp45269bNNe/MzMyIrsuJEydqw4YN9aGHHlIR0VOnTkVU90hJ\nTEzUfv365Wme2ZGWlqaZmZl+YZ7+atOmjV/4pZdeqklJSX5hEyZM0OjoaN2zZ483zPd+6tu3ryYm\nJrqW7XlWbNu2Ldt6jh07VmvWrJmtXCRk99x14l11UjvSbLFYLJY85+GHHwbg0UcfzVZ23bp1dOjQ\ngbi4OEqUKEGHDh2CTCYGDBhAtWrV2LBhA1deeSWxsbHUrl2byZMnZ5v/sWPHyMjIoFKlSq7xviNh\nAwYMcJ1OTkpKol27dt7/ly9fTlRUFO+++y533HEH5cqVo2zZstx7771kZWWxZs0aWrRoQWxsLA0a\nNAgyYfC0Z/369bRo0YLixYtTt25d7+jepEmTSEhIoHTp0vTo0YN9+/b5pc/MzOSxxx6jbt26xMTE\nUKVKFe677z5OnDjhlUlNTSUqKooXXniBv//971xwwQXExMRw6NChkH318ssv061bN2JjY71hn332\nGStXruSBBx4gISEhKM1jjz1GmTJlgmYWNm7cSI8ePShfvry3fZ4R6cTERHbu3Mns2bO90/IDBw4M\nWa/y5csHhTVt2hSAX3/91Rs2f/58ihQpwo033ugNK1SoEDfddBNLliwhIyMjKB+NYCv7bdu2MXHi\nRJ5//nkKFy6crXxecOLECe69914aNmxIXFwc8fHxdOvWja1bt/rJecwcPvvsM/r27UupUqWoUqUK\n99xzj9/14EapUqUoVKiQX1ihQoVo1KiRX7/u2rWLjRs3csstt/jJ9uvXj4yMDBYtWuQNy+loeST9\nf/PNN7N9+3Y++uijHOWd11il2WKxWCx5Tnx8PMOHD+ell15i586dIeU2bdpE27ZtOXToENOnT2fG\njGd/gUAAACAASURBVBkcPnyYtm3bsmnTJj/Zw4cPc/PNN3Prrbcyf/58Lr/8cu68806WL18eti7l\ny5enRo0aPPnkk0yePDlsfcD9pR9q6vz//u//KFmyJHPmzGH48OH85z//YdiwYQwYMIAhQ4bwzjvv\nULZsWXr27Mn+/fuD2uMrV7FiRXr16sXf/vY3PvnkE1588UX+/e9/s2zZMu666y6/tLfccgsTJ07k\nlltuYeHChYwePZpXX32Vvn37BtVx4sSJ/Pjjj7zyyivMmzePokWLurb7yJEjrFmzhtatW/uFL126\nFIBu3bq5pitatCgdOnRg5cqVXgVo3bp1tGjRgh07dvD000+zcOFCRowYwS+//AIY29jKlSvTuXNn\n77T8mDFjXPMPxYoVKwC4+OKLvWHffPMNF154oZ9pCUC9evU4efIkP/74Y47K8DB06FBuuOGGoL7J\nT06cOMGRI0d48MEHef/993nxxRdJT0+nRYsW7N27N0i+X79+1KpVi3feeYc777yT5557jsceeyzH\n5Z48eZI1a9YE9StAgwYN/GQTExMpXrw43377bY7L8dC6dWsKFy7MBRdcwJ133snBgweDZOrUqUOF\nChVYsmRJrsvJE0INQf9ZDs7B6UuLxWJRzZl5Bp/n75FX+E65HjhwQEuXLq0DBw5UVXfzjOuvv17L\nlCmjhw4d8oYdPnxYy5Ytqz179vSG9e/fX0XEzwTgxIkTWq5cOb3jjjuyrdfatWs1MTFRRURFRKtU\nqaKDBg3SdevW+cn179/fdTq5bdu22q5dO+//H3/8sYqIDho0yE+uSZMmKiL6ySefeMM2bdqkIqLT\np08Pas+qVauC5OrWres3xT1ixAgtUqSIN8xjljBr1iy/smfPnq0iohs2bFBV1R07dqiI6GWXXZZt\n/6iqrlixQkVEV6xY4Rc+dOhQFZGwph2jRo1SEfGaUVx55ZVavXp1/eOPP0KmORNzhMOHD2udOnW0\nfv36fmYSycnJ2qJFiyD5Dz/8UEVEV69eHRSXndnQzJkztWzZst62jRs3rkDMM06dOqXHjh3TuLg4\n/fe//+0N99xzKSkpfvJdu3bV2rVr57geo0eP1qioKL++8lxbW7duDZKvWrWqDh482DWvcOYZS5Ys\n0ZSUFF20aJEuX75cH330UY2Li9OGDRtqenp6kHz79u21bdu2OW5PINk9d7HmGRaLxWI525QpU4aR\nI0cyY8YMvv/+e1eZlStX0rVrV0qWLOkNi4uLo1u3bt6RRA+xsbG0bdvW+390dDS1a9dm165d3rDM\nzEy/w0OzZs3YunUrixYtYuTIkSQmJjJ9+nRatGgRtPAoJ3Tp0sXv/zp16lCiRAlatmzpFwbw888/\n+8mWKFHCb+TSI9ehQwe/Ue06deqQmZnJ7t27AVi8eDHR0dH07NnTr63JycmA6VNfrrvuuoja4hm9\nLFeuXETyoTh+/Diffvopffv2DRrxzQsyMzPp06cPu3fv5o033iAqKv9UmQMHDjBy5Egee+wxVxOR\ncKiq3/k5depUjsufM2cOzZo1o0yZMhQuXJgSJUpw9OhR1/vpmmuu8fu/QYMG2c6qBPLaa68xadIk\nxo4dS6tWrSJKoxGYV7jRsWNHxo0bR+fOnWnbti0PPfQQs2bNYvPmzcyePTtIvly5cuzZsydXZeUV\nVmm2WCyWvwB6Wf4e+cW9995L2bJlGTt2rKt5w8GDB4mPjw8Kr1SpUtA0bZkyZYLkoqOjva7RUlNT\niY6O9jt8lYbo6Gg6derEE088werVq9myZQuVK1dmxIgRuW5fYJ2io6MpXbp0UBgQ5MItlJxbnr7p\nf/vtN06ePElsbKxfWytVqoSIcODAAb/0bv2bE6pWrQrAjh07QsqkpqZSvHhxypUrx8GDB8nKyvKm\ny0uysrLo378/y5YtY968eUHmAmXKlAlqP+ANK1u2bI7Ke/jhh4mPj6d3796kpaWRlpbmPQ9paWlB\nnjt8GT9+vN/58XzURMqCBQu46aabqF+/Pq+//jrr1q1j/fr1VKhQIehacmtb0aJFs7VpDizvtttu\nY/DgwYwbN84vznNNuplOpKWl5bhfQ3HttdcSGxsb0g1kQXje8eXsWLNbLBaL5bwkNjaW0aNHM3Lk\nSO6///6g+LJly3pHUH3Zs2dP0Is4uxGtKlWq8Pnnn/uFhVMYa9WqxQ033MDTTz/Nvn37KF++PDEx\nMZw8eTJIdv/+/VSoUCFs+ZHWM6dygZQrV46YmBhWr17tGh/Y5kgVDc9CyUDb6w4dOjBmzBjmz5/P\nfffdF5QuPT2dDz/8kLZt2yIilClThqioqKCR9bxg6NChzJkzh7feestvYaaH+vXrM2/ePNLT0/1G\nubds2UJ0dDQXXXRRjsr79ttv2bRpk+voe/ny5bnuuut4++23XdMOGTLEzw48Li4uR2W/8cYb1KpV\niylTpnjDMjIygs5PXrB06VJ69+5Nz549XRfX1q9fH4DNmzfTrFkzb3hqairHjx+nXr16IfPOK0V3\n3759VK5cOU/yyi12pNlisVgs+cqwYcOoUqUKDz30UFBc27ZtWbhwIUePHvWGHTlyhAULFpCUlOQn\nm93Lt0iRIjRp0sTvKFKkCJmZmSEVje+++47ixYtTqlQpABISEti7d6+ft4pt27YFeSwIR6RKQm6V\niS5dupCenk5aWlpQe5s0aZLrkeXGjRtTqFChoAWYzZo1o3Xr1jz++OOkpqYGpRs9ejQHDx70fhQV\nL16c1q1bM2vWLNcRUQ9Fixbl+PHjEddv5MiRvPrqq0ybNi3kosRu3bqRkZHBnDlzvGGZmZm8+eab\ndOrUiSJFikRcHhhf0suXL/c7+vfvDxhFM5x3mPj4eL/zUqtWrRyVffz48SDPFjNnzszzTT7WrFlD\n9+7dSU5OZtasWa4y1atXp1GjRkFmE7NmzSI6OjrITCm3zJs3j2PHjvkp5h6+/vprr8eUgsKONFss\nFoslX4mOjmbs2LHccccdQXFjxozhvffeo3379owaNQow7tbS09MZO3asn2yokdnsRmzT0tJITEzk\npptuon379lStWpX9+/fzxhtvsHjxYv6fvfsOj7LM+jj+vZOQRm+hd6QJgrooWCAIYkF0dRWxu6z1\ntWNbO+quinUtu+q6dhE79krHAooCUgSUjkjvNSQ57x/3BAJJJplkWpLf57rmysw8zzxzaOHknnOf\nc/PNN+9JpgYNGsSdd97Jueeey3XXXcfatWt54IEHqF+/fthXkEu70ty7d2/OOussTj/9dIYOHUr3\n7t1JSEhg8eLFfPbZZwwfPjzkBA38SmiPHj2YOHEiV1555T7HXnvtNfr06UOPHj246aabOPTQQ9m4\ncSOvvPIKo0aN4t57793nh5yHH36Y3r1707NnT66//nqaNGnCwoULmTFjBk888QTgO1pMmjSJTz75\nhAYNGlC/fv1CW9qB/zvx2GOPMWTIENq2bcvkyZP3HMvIyKB169YAdOvWjTPPPJNrr72W3bt307Jl\nS55++mmWLFnCyJEj97nm1KlTWbx48Z4kdPbs2bzzzjuArw9OS0uja9euBWIZO3Ys4P8cwl1Pnf8H\nqRNOOGHPEJ4BAwYwdepUnnrqKWrVqlXqvzv7mzt3LgMGDKB+/frccMMNBcoievTosef+fffdx0kn\nncRll13G4MGDmTZtGv/85z+55ppryMjI2HPe2rVr93S0Wbp0Kdu2bePdd9/FzDjwwAP3dOU47rjj\n6NevHx07diQlJYVvvvmGRx55hG7duhXoAjNv3jzWrl1L//79w/LrLrWidgjGyw11zxCRCqoifn97\n8cUXLSEhocDAguzsbGvXrp0lJCQU6FIwZcoU69evn1WrVs2qVq1q/fr1sx9++GGfcy688EJr1qxZ\ngffLzMzcp6tFYbKysuyhhx6y/v37W9OmTS05Odlq1KhhRxxxhD333HMFzn///fetc+fOlpaWZt26\ndbOvvvqqwPuMGzfOEhISbMyYMSWK0zlnd9xxR8jnmRX+e5qbm2uPP/64de3a1VJTU61mzZrWtWtX\nu/nmm/d0IsnrnvH8888H/f3J7+WXX7b09HTbvHlzgWPr16+3m2++2dq1a2epqalWu3ZtO+644+zz\nzz8v9FrTpk2zgQMHWq1atSwtLc06duxoDz744J7jc+fOtaOPPtrS09PNOWd//etfi4wrMzPTEhIS\n9nQ/yX/b/3U7duywoUOHWsOGDS01NdV69OhRoCOImf8zyLtG/msnJCTYkiVLioxl2LBhlpCQEPbu\nGRkZGXbxxRfveZybm2u33367NW7c2NLT0y0zM9OmTZtmLVu23OfXXNS/ubw4g3nppZcK/Prz/z7s\n77333rOuXbtaSkqKtWjRwu69994Cw4HyOsvkXSPv2vv/27/22mutY8eOVr16dUtOTra2bdvajTfe\nWOjfvTvvvNNat24d/DewhIr7vkuQ7hnOwvTTSqQ45yzeYxQRKQ3nXNhWjETCISsri/bt2zN06FCu\nuuqqWIdTaWzYsIGMjAzuvvvuAmOpK7usrCzatm3LLbfcwuWXX17m6xX3fTdwvNDaqbioaXbOLXbO\n/eycm+ac+z7W8YiIiFRGycnJPPjggzzwwANB65ElPLZs2cLo0aO5+OKLcc5x2mmnxTqkuPPss89S\ns2ZNLr300liHUvKVZudcKnAEcDTQGsgADFgDLAQmAN+ZWcn7m+y99iLgUDMr0CdGK80iUlFppVmk\nchs/fjwnnnginTp14h//+AfHH398rEOq8Mqy0lxs0uycOwS4DBgMVCsmli3AG8AzZjatmHPzv8ci\n4E9mVmB7s5JmEamolDSLiERXRJJm59wBwHAgb5TQ98A3ga/LgXX48o46QBPgMODIwFeAUcDfzezX\nEvwCFgKbgBzgWTN7Lt8xJc0iUiEpaRYRia5IJc1ZwHrgKeA1M1tcwmBaAecCVwK1zCylBK9pZGZ/\nOOfqA18BV5nZpMAxJc0iUiEpaRYRia6yJM3B+jTfCvzbzHaEEoyZLQLudc49AvxfCV/zR+DrGufc\nKPxq9aS848OGDdtzbmZmZoGG9yIiIiIiocobWlMSMW8555xLBxLNbItzrirwJXC3mX0ZOK6VZhGp\nkLTSLCISXZFaaY6WBsCowBScJGBEXsIsIiIiIhIPYr7SXBytNItIRZV/ZK6IiERHVFaanXOZwI1A\nd6A2BYejOB+LJYZyXRGRykgLAiIi5UeJk2bn3ADgA3yivAyYD2QXcqr+FxARERGRCiWUiYA/AJ2B\nU6JZc6zyDBERERGJhmDlGfuXVwTTGXhTm/REREREpLIJJWnehp8CKCIiIiJSqYSSNI8GekYqEBER\nERGReBVK0vx3oI1z7g6nPkkiIiIiUokUuRHQOfciBTthtAQygcXAdGBjYa81syFhC1AbAUVEREQk\nCoJtBAyWNOeW9g3NLJQV7KCUNIuIiIhINJR2uEnrCMUjIiIiIlKuaIy2iIiIiAhl6NPsnDvKOaeR\n2CIiIiJSqQVdaQ7UNW8FJgFjgDFmNiNKseXFoJVmEREREYm4Um0EDLxwAtADqJLv6bXAOHwSPdrM\nFoYx1sJiUNIsIiIiIhFX6qQ58OJ04CjgGKAvcDB7yzoMWEpgFRoYa2arwhR33vsraRYRERGRiCtT\n0lzIxWriezXnJdGd8h02YI6ZdSldqIW+n5JmEREREYm4sCbNhVy8PnAccCPQBTAzC9vmQSXNIiIi\nIhINpe3TXNxFD8KvNB8D9AKqBw6tKO01RURERETiUYmTZudcO/YmyZlA3cChlcAn+M2B48zstzDH\nKCIiIiISU0GTZufchfgkuQ/QJPD0GmAsMB6fJM+NYHwiIiIiIjFXkj7NBnwKfIFPkmdHKba8GFTT\nLCIiIiIRV9aaZodfbU4GqjrnqgJTzSw3jDGKiIiIiMSt4laaG7G3jvkYoHng0Gb8lMCx+NXn6REL\nUCvNIiIiIhIFYWs555xrw94Eug+QETi0HpjA3iR6Tpki3vc9lTSLiIiISMRFrE+zc64ze5PoXkAt\n1KdZRERERMqhYElzQmFPhmB9vtvWvPcr4zVFREREROJKSMNNnHN18GUZeavL7dg3SZ4NjAlbdCIi\nIiIicaC4Ps3V8GUXeUnyQey7Or0YnySPAcaa2erIhCkiIiIiEjvFrTSv3++c1eybJC+OUFwiIiIi\nInGjuKR5O3489lhgTDi7YoiIiIiIlBfFJc11zSwnlAs6tbsQERERkQomaPeM/Amzc+6cEl7z+TJF\nJCIiIiISZ0JpOfeCc+6YYCc4554BLixTRCIiIiIicSaUpPk34D3nXJfCDjrn/gVcAowKR2AiIiIi\nIvEilKT5BGAb8Jlzrmn+A8654cDVwKfA4PCFJyIiIiISeyVOms1sKXAiUB343DlXE8A5dzdwI74N\n3V/MbHckAhURERERiRUXaqML51w//Iryd/hWdHcBk4DjzWxH2ANUMw4RERERiQLnHGbmCj1WmoTU\nOXcu8Erg4RTgWDPbWvoQg76XkmYRERERibhSJc3OuV7Brglcgx+xPQTYmP+gmU0sXaiFxqGkWURE\nREQirrRJc24p38/MLLGUry0sDiXNIiIiIhJxwZLmYBMB7ynl+ynDFREREZEKpVQ1zdGklWYRERER\niYZgK82h9GkWEREREamUlDSLiIiIiBSjyKTZOfeZc+6w0l7YOXeYc+6T0r5eRERERCReBFtpbgNM\nds6Nc84Ncc7VKO5izrkagXPHAZOBtuEKVEREREQkVoK1nKsCXA7cDtQDsoFZwPfAcmA9vl9zHaAp\n0B3oAiQCq4F7gWfNLLtMAWojoIiIiIhEQZkmAjrnUoDTgb8BRwJVijg1C/gaeB5418yyQggwEZgK\nLDezgfsdU9IsIiIiIhEXtjHazrk04DCgNVAf35N5LbAAmGJmu0oZ4FDgUKC6mZ283zElzSIiIiIS\ncWFLmiPBOdcUeAn4JzBUK80iIiIiEgvx3qf5MeBGoLRju0VEREREIiqmSbNz7iRgtZlNw28qFBER\nERGJO0kxfv8jgJOdcycCqUAN59wrZnZ+/pOGDRu2535mZiaZmZnRjFFEREREKqDx48czfvz4Ep0b\n85rmPM653sANqmkWERERkViI95rm/JQdi4iIiEjciZuV5qJopVlEREREoqE8rTSLiIiIiMSdUm0E\ndM5VBdoDVc1sUnhDEhERERGJLyGtNDvnmjnn3gM24sdej8937Gjn3BznXGZYIxQRERERibESJ83O\nuUbAZOBk4GPgO/btrTwFaACcGc4ARURERERiLZSV5rvwSXF/MzsV+Cr/QTPLAiYBR4YvPBERERGR\n2AslaT4R+NDMxgY5ZynQuGwhiYiIiIjEl1CS5gbA/GLO2Q1UK304IiIiIiLxJ5SkeQPQrJhzDgBW\nlj4cEREREZH4E0rS/DVwcmBDYAHOuQOA44Fx4QhMRERERCRehJI0PwSkAROccycE7uOcq+acOxHf\nUcOAR8IepYiIiIhIDIU0Rts5NwR4hn2Hohi+9dxuYIiZjQhrgBqjLSIiIiJREGyMdkhJc+Bi7YDL\ngZ5AXWATvmfzU2Y2r4yxFvZ+SppFREREJOLCmjRHm5JmEREREYmGYElzSGO0RUREREQqo6TiT/Gc\nc81LcFousNnMNpc+JBERERGR+FLi8gznXG7gbt4L8i9d7//cH8AoYJiZrS1TgCrPEBEREZEoCEtN\ns3PuJaAF0Bu/+W86sAo/KbAbUBOYAGwDuuAHoSwFupvZmjIEr6RZRERERCIuXDXNDwBdgeFAUzPr\nY2aDzawPPkF+MHB8KNAauBtoDtxaluBFRERERGItlJXmUUBtM8sMcs54YIOZneqcc8BPQDUzO6DU\nAWqlWURERESiIFwrzb2Ab4o551t8+QaBTHcyfhVaRERERKTcCiVpTgUaFXNOQyAl3+OtQHaoQYmI\niIiIxJNQkubpwCDnXJfCDjrnDgIGBc7L0wIo9SZAEREREZF4EEpN83HAZ8AuYATwNXu7ZxwNnANU\nAQaY2efOuXR867mPzOzcUgeommYRERERiYKwjdF2zg0Gnsa3l9vfJuAKM3s9cG5NoCcw18wWhxp0\nvvdU0iwiIiIiERe2pDlwserAKcDB+OR5M75LxgdmtqWMsRb2fkqaRURERCTiwpo0R5uSZhERERGJ\nhnC1nBMRERERqZSSQn2Bcy4V6A40Zt/2cnuY2StljEtEREREJG6EuhHwb/hx2bWDnGZmlljWwPK9\np8ozRERERCTiwlKe4Zw7HngOWAHcEHj6A+A24MvA43eAIaUPVUREREQk/oRS03w9sB440sweDTw3\nzczuN7PjgYuB04AFYY5RRERERCSmQkmaD8EPKtlc2OvN7HngG+D2MMUmIiIiIhIXQkmaq+JLM/Ls\nBGrsd85U4LCyBiUiIiIiEk9CSZpXAfXzPV4JtN/vnBqUoiOHiIiIiEg8CyVpns2+SfJEoK9zrheA\nc64LMChwnoiIiIhIhRFK0vwpcKRzrnHg8UNALjDeObcGmAFUB/4R3hBFRERERGKrxH2anXNVgLrA\nejPLCjzXA7/xry2wCPiXmX0R1gDVp1lEREREoiBYn+aQhpvEgpJmEREREYmGsAw3ERERERGprEKZ\nCNjKOXeic65avueSnHP3OOdmOOe+c86dFpkwRURERERiJ5Sa5heBk4EGZpYdeG4YcGe+03KAo81s\nctgCVHmGiIiIiERBuMozegJj8yXMCcD/AfOA5vihJtuBoWULV0REREQkvoSSNDcAFud73A2oB/zb\nzJab2VTgA+BP4QtPRERERCT2QkmaqwD56ySOCnwdm++55UBjREREREQqkFCS5t+Bg/I9PgFYa2Zz\n8j2XAWwOR2AiIiIiIvEiKYRzPwKGOuceAXYC/YEX9zvnAGBJmGITEREREYkLoXTPaAB8A7QOPPU7\n0MPMfs93fDnwhJldH7YA1T1DRERERKIgbBMBnXPpQN/Aw/FmtiXfsU741efPzWxuCNdMBSYAKUAy\n8IGZ3ZLvuJJmEREREYm4uB+j7ZxLN7Ptzrkk4GvgBjP7OnBMSbOIiIiIRFzcj9E2s+2Bu8lAIrA+\nhuGIiIiIiOwj6EZA59w49m0zt79cYCMwA3jNzBaVJojAoJSfgDbA0/t15BARERERianiumf0LuF1\nTgNud85dY2bPhBqEmeUC3ZxzNYEvnHOZZjY+7/iwYcP2nJuZmUlmZmaobyEiIiIiso/x48czfvz4\nEp0btKbZOZdZzOsT8FMBewIXAanA0WY2uUTvXvh73gHsMLOHA49V0ywiIiIiEReVjYDOuS7AVOA9\nMzsrhNfVA7LNbKNzLg34ArjbzMYEjitpFhEREZGIC5Y0hzLcJCgzm+mc+xA4MsSXNgJeDtQ1JwCv\n5iXMIiIiIiLxIGxJc8B84ORQXmBmM4FDwhyHiIiIiEjYhLvlXCqQFeZrioiIiIjEVLiT5l7AwjBf\nU0REREQkpsKSNDvnEp1zdwGHAp+E45oiIiIiIvGiuJZzLxJ8uEkCUBfoDmQAK4BuZrY2bAGqe4aI\niIiIREGpW84553JDeJ8JwN/MLKzlGUqaRURERCQaytJybkgxx3OBTcB0M1tSmuBEREREROJd2Iab\nRIpWmkVEREQkGoKtNIe7e4aIiIiISIWjpFlEREREpBhKmkVEREREiqGkWURERESkGEqaRURERESK\noaRZRERERKQYSppFRERERIpR4qTZOfehc+5E51yhvetEZK+LFkOzn2H17lhHIiIiIuEQykrzScDH\nwCLn3O3OuYYRikmkXNuZC6+th+W7YeT6WEcjIiIi4RBK0twd+B9QF7gHWOKce9c51z8ikYmUUz9s\ng12BIZavK2kWERGpEEqcNJvZj2Z2CdAYuByYBZwKfO6c+805d7Nzrn6E4hQpNyZu3Xv/++3w287Y\nxSIiIiLhEfJGQDPbYmbPmtmh7F19bgDcDyxzzr3pnOsT5jhFyo0JW/zXBkn+68gNsYtFREREwqNM\n3TPyrT4fB/wOJANnAGOcc7Occ6eGIUaRcmO3wbfb/P3hTf3XEevALHYxiYiISNmVOml2zqU55y50\nzn0HfA00AWYA1wKvAQcA7zjnrg5LpCLlwLTtsC0X2qXAOXUgIwnm7YJpO2IdmYiIiJRFyEmzc+5A\n59wTwArgBaAbPkk+wswONrMnzOx8fNL8K3BdOAMWiWd5pRm9qkOSgzNr+8faECgiIlK+hdKn+Xzn\n3NfATOBKYD3wd6CpmZ1vZpPzn29mS4E3gOZhjFckruVtAuxdzX89u47/OnI95KhEQ0REpNxKCuHc\nl4Bc4BPgP8DnZsVWas4HJpYuNJHyJcdgUiBp7lXdfz28KrRKhkVZ/lhm9djFJyIiIqUXSnnGcKCN\nmQ00s89KkDBjZq+bmTppSKUwcwdsyoEWydA82T/n3N7V5hEq0RARESm3QkmanwE2BjvBOVfDOady\nDKmU9i/NyJOXNL+zAXblRjcmERERCY9QkuZFwDXFnHN14DyRSmdivk2A+XVKg65psDEHPt8c/bhE\nRESk7MrUp7kILgLXFIlrZntXmntVK3j8nMBqs7poiIiIlE/hTpobANvCfE2RuDd3J6zJhkZVoG1K\nweODA0nzhxthS050YxMREZGyC9o9wzl3AWDsXT3u5pw7v5BTE4EWwHn4lnQilUr+VWZXyGctzZL9\nsYlb4f2NcF7d6MYnIiIiZVNcy7kX93v858CtKNuBu8sUkUg5tGeoSSGlGXnOruOT5hHrlTSLiIiU\nNy5Y5zjn3IX5Hr4AfBC47S8HWAd8a2ZBO2yEHKBzJeluJxIzZtBsJvy+G2Z2gs5phZ+3LhsazvAf\n3fx+EDSoEtUwRUREpBjOOcys0P15QVeazeylfBe5EHjfzF4Oa3Qi5dyiLJ8w102ETqlFn1c3CY6v\nCR9vgrc3wJUZ0YtRREREyqbEGwHNLFMJs0hBeaUZR1eHhGJ6x6iLhoiISPkUiZZzIpVKsFZzrZNU\nngAAIABJREFU+xtYE6omwHfbYOGuyMYlIiIi4VNkeYZzbhG+/LKvmS3K97hYZtY6TPGJxL28oSa9\nqwc/D6BqIvy5lt8M+MZ6uLVRZGMTERGR8Ai20uzYd1CJC5xf3E3DTaTSWJ4FC7OgeoKf+lcSeWO1\nR6z3mwhFREQk/hW50mxmLYM9FpG9pRlHVYPEEv64eGwNv2lwzk74eQd0TY9cfCIiIhIeqmkWKYNQ\nSjPyVHEwSBsCRUREyhUlzSJlMCGETYD55XXRGLkeclWiISIiEvdKnDQ75253zu12zjUu4njTwPG/\nhy88kfi1ejfM3QlpDg7dv8TiX0Ph/INhS+GzfnpWhRbJsGw3fLM18rGKiIhI2YSy0jwQmGBmKwo7\naGbLgbHAKeEITCTeTQoku0dUg+T8/5I2rYO3n4T502HsO4W+NsHBWfk2BIqIiEh8CyVpbgvMLuac\nXwLniVR4eUNNCpRmjHsXcrL9/TFvFfn6vC4ab2+ArNzwxyciIiLhE0rSnAZsL+acnUCN0ocjUn7s\nGWqy/ybAr97Ye//HsbBhTaGv75IGnVNhfQ58uTkyMYqIiEh4hJI0/w70KOacwwPniVRoG7J9u7hk\nB4dXzXdg7R/w03iokgwHHQk5OTBhVJHXOVtdNERERMqFUJLmz4DezrnBhR0MPN87cJ5Ihfb1Vj8e\n87CqkJb/X9GYt/3Ekp4nwCkX++dGv1nkdfLqmj/YBFtzIhauiIiIlFEoSfODwAZghHNulHPuEufc\nAOfcpc6594HXA8cfCCUA51wz59w459xs59ws59zVobxeJBYmFtVqbnSgNOPYwdDrFEiq4lee160q\n9DotU+DIqrA9Fz7cFLFwRUREpIxKnDQHumMcByzFd8h4BvgIeBo4GVgM9DezZSHGsBu4zswOxJd/\nXOGc6xjiNUSiqtChJisWw8zvIDUdjhoI1WvB4cdBbi6Mf6/Ia+0Zq70uYuGKiIhIGYU03MTMpgLt\ngTOAR4DnA19PB9qb2Y+hBmBmK81seuD+VnwHjkJ7QYvEgy058ON2SMT3W94jr1PG0SdDWuBAv0H7\nHivEGbX9tb7YDGt2RyJiERERKaukUF9gZlnAu4FbWDnnWgIHA1PCfW2RcPluG+QA3dOhemK+A1/l\nK83Ic/TJflPgtAmwbiXUbVjgevWrQP8a8NlmeGcjXF4/ouGLiIhIKcTNGG3nXDXgHeCawIqzSFwq\ntDRjyTyYPw2q1YQex+99Pu+xme/fXAR10RARkWKZwU8TYPb3sDsr1tFUOkWuNDvnLsA3CHjfzDbn\ne1wsM3sllCCcc1XwK9evmdn7+x8fNmzYnvuZmZlkZmaGcnmRsJpQ2CbAvA4ZvU+F5JR9X9B3EEz6\n0JdonH5Fodc8pZYfx/31VliyC1qkFHqaiIhUVmbw1E0w4mH/uEoytD8EOveAAw+HA3tAoxbgXGzj\nLGfGjx/P+PHjS3SuMys8D3bO5eKT5I5mNj/wuCTMzBKLP23P+zjgZWCdmV1XyHErKkaRaNuRC7Wm\nw26DdV2hdhL+G9ngTrBkLvzrc+hx3L4v2rYZTsjwqwIfLof6hZfsn7UQ3tgADzSBmwtWcYiISGWV\nkwMPXwGjnoXEJGja1v+fs7/aGXuT6M49oGN3qLr/BC4JxjmHmRX6k0ewmuYh+KR5Zb7HJRFqhnsk\ncC7ws3NuWuC5W8zs8xCvIxJx32+DLIOuaYGEGeC3mf6bV6168KdjCr6oag3ft3nC+75EY9BVhV77\n7Do+aR6xXkmziIgEZO+Gey6AL0dCSirc/y4ccSJs2QhzfoDZk2H2FJg1GTas9p9sTvrQv9Y5aH0g\ndDp8bzLdqhMklnhtU/IpMmk2s5eCPQ4XM/uaOKqtFglmQqCeeZ/SjK9G+q99Tvd9mQvTd5BPmke/\nWWTSfFwNqJ0IM3f4W5e08MUtIiLl0K6dcNsg+PojSK8GD38Mh/T2x6rXgsOP9Tfwn3ouX7A3gZ4z\nBeZPhwWz/O2j5/156dWg02F7SzoOPBzqNojNr6+cKbI8o8CJzr0I/Gxmj0U2pALvq/IMiRv95sOY\nLfB2azi9Nv6b1Gmt4Y/F8J/xe7+Z7W/7Vjihvv8G+OEyyGha6GmXLoH/roVbGsJ9TSL0ixARkfi3\nbQvcdAr8OA5q1PHlf526h3aNXTv9JvVZ+VajVy4peF6jlntLOg48HNod7Fe1K6Fg5RmhJM07gcfM\n7JZwBleC91XSLHEhK1DPvMNg1UGQUQWYNQUu6uHrlN9fGvwjr1tO9+UZ1z4Gg68t9JQJWyBzPrRI\nhkWdtZ9DRKRS2rQehp7oE926DeGJr6BN5/Bce91Kf928JPqXH/zCTn5JVaBdt70r0Z17QJPWleI/\npdLWNO9vCZARnpBEyp8ft/uEuUNqIGGGvWOz+w4qvkas7yCfNI95q8ik+ehq0LQKLMny/aCP2H9M\nt4iIVGzrVsLV/WHBTL8C/ORoaNomfNev2xB6neJv4DcZLpqzb1nHwtm+XnrOD/D2k/68HsfDQx/4\nrh2VVCi1xCOAE51zdSIVjEg8m7h/q7mcnL2t5voNLvQ1+zhyAKSk+VHbK5cWekqCg7PyxmqrZ7OI\nSOXyxxK49GifMLfoAM9OCm/CXJjERGjbBU65CG77H4yYCaM3wlNj4LJ/+iFdVWvA5M/hwf/zZYmV\nVChJ8/3AVGCsc26gc05V41KpFBhqMuNrWPsHNG4FBx5W/AXSqsJRJ/n7Y98p8rS8QSdvbfCt7URE\npBJYMg8uOxqW/+Zrip+ZWOT+l4irWsN3g7rwVr+6/O+xftHno+fhrSdiE1McCCVp3gUMAA4CPgBW\nOOdy9rvlOudyIhKpSAzlmB88Ar6EAth3bHZJ67z6DvJfx7xV5Cld06BjKqzNhtGbSxeviIiUI7/O\n8AnzqmVw0JE+Sa1dP9ZR7dXhULj9RX//8aEw+YvYxhMjodQ0TyzheVobkwpnxg7YnAutkqFZMr5v\n5rjAanFJSjPyHHEipKb72rEVi6FxywKnOOdXm+9Y4cdqn1AzHL8CERGJSzO/85v+tmyEw/vDA+/5\nTybjzbFnwqLZ8MK9cPuZ8PwUaNE+1lFFVYlXms0ss4S3PpEMWCQWCpRmTB0LG9dCy46+FqykUtPh\nqIH+/riiSzTy6ppHbYTtJZ3FKSIi5cv3o+HqY33C3PtUeOjD+EyY81w0DDJPg62b4IaBsHlDrCOK\nKg0VESmBApsAS1OakSevRCNvE2Eh2qTA4VVhWy58tDG0y4uISDkw8QO4fgDs2AYnng//fAuSU2Id\nVXAJCXDXK3BAV1j2qx+8kp0d66iipsRJs3NukXPu6mLOucI5t7DsYYnEj1zbu9LcqzqQtQvGv+ef\n6Hdm6BfseYKfyPTLVPi96H8u56iLhohIxfT5CLjlL7A7C06/0tcLJ4VSMRtDaVX9injtDPhhtK9x\nriRCWWluAdQq5pzaQMtSRyMSh37ZCetyoEkVaJ0MfPcZbNvsdzeXpp4rNQ2OOtnfH/N2kacNqu3/\ngX62CdZVnh/kRUQqtnefhrvP821LL7gVrn/Cr+CWJw2bw/BRvmfz20/C+/+NdURREe4/pepAVpiv\nKRJT+UsznGPf0ozS6ld8F40GVaBfDcgG3q1cZWMiIhXTK8PhoUCv4yuGw+X/LL9T9g46Am5+1t9/\n6Ar4aUJs44mCoEmzc6554NYi8FStfM/lv7VyzmUCpwEqz5AKZUL+0owd2+Drj/wTebXJpXH4cZBe\nHeb9BMt+K/K0vJ7Nr6tEQ0Sk/DKDp2+F//zdJ8k3PQ3n3RTrqMrupAvhnBsgJ9uXmwQpOawIiltp\nXgwsCtwArg08t/9tATAWaAM8F+YYRWLGbO9Kc+9q+IR553bo0rPQdnEllpK6d4Tp2KJLNE6tBSnO\nx7BMn+GIiJQ/ubnwyFXw8v1++t5dr8Jpl8U6qvD5vwd8O9VN6+DGk335YgVVXNL8CvBq4CvAjMD9\n/W8vAg8Dx5vZY5EJVST6FuyCP3ZDvSTokMre0oxQejMXpQSDTmokwsCavvn5m1ptFhEpX7Kz4d4L\n4Z1/+84Y978Hx58T66jCKzER7h0JrTrBwtlw5zm+XrsCclbCGeLOuVzgbjO7O7IhFXhfK2mMIuH2\n/Fq4aAmcVgvezdgIJzbwH0N9uBzqNSrbxbN2wQkZ/qfyt+ZB83aFnvb+Rjh1AXRLg2mdyvaWIiIS\nJVm74I6zYMIo33HiwQ+ge99YRxU5yxfAkMNg83o49ya4cnisIyoV5xxmVmiheSjDTRKinTCLxNo+\nQ00mvO/bAx2SWfaEGfyqQ+8/+/tBumicUANqJsL0HTBnR9nfVkREImzHNj/8Y8IoqF4LnviqYifM\nAE3bwP3vQGISvPYgfPZqrCMKu1D6NGc453o552oUcbxG4HgcDUsXKZt9hpqMDmNpRp4SlGikJMDp\ngWaPI1WiISIS37ZshKv7w/df+V7G/xnv98FUBof2geuf9PfvuwhmTY5tPGEWSsu524CP8B2wCpMb\nOH5LWYMSiQdLs2Bxll/l7bJzjW/inpgEfU4L35scdixUqwm//QyL5xZ5Wv4uGqpWEhGJU+tXwxV9\nYOa30KAZPDvJT8+rTE67DE6/wn8ye9OfYdWyWEcUNqEkzccCo81se2EHzWwr8CXQPxyBicRaXmnG\n0dUgcfy7fmPD4f2hZt3wvUmVZOh9qr8fZLW5d3VoVAUWZsH3hf4LFBGRmFq9HC7vBfOnQ7MD4Nmv\ni9yrUuFd+xj86RhYvwpuPMWXq1QAoSTNzYCiG8p6i4DmpQ9HJH7sU5oRjoEmRckbxR0kaU50MLi2\nvz9iXfhDEBGRMlj2G1xyFCyZB226wDOT/NS8yiqpCvzzbV/nPH+a7yCSmxvrqMoslKTZgORizkkG\nEksfjkj82DPUZPdqmD7Rb9zL660cTt37Qo3avlXPwtlFnnZOoETjzQ2QrRINEZH4sGAWXHY0rFwC\nBx7ua5jrNoh1VLFXsw489BFUrQFj34EX7o11RGUWStI8HziuqIPOOYcvzShuNVok7q3cDfN3QdUE\nOOTrkb6Q+IgB/h9/uCVVgd6BOukgXTQOSYd2KbA6G8ZuCX8YIiISotnfw+W9Yd1KX47wxFc+WRSv\nVUe49w1ISID/DQv6f1x5EErS/DbQwTn3b+dcWv4Dzrl04N9AB+DNMMYnEhOTAqUZR1SFKl+97h9E\nojQjT798XTSK2OnnnMZqi4jEjQWz4Kq+vi/xUQPhkU+gavVYRxV/jjgBrnrY37/nApj7U2zjKYNQ\nkuYngZ+By4FfnXOvO+cecs69jl+Fvixw/F/hD1MkuvaUZth6mPO9b0x/5IDIveGhffwGw8W/BC3R\nOCuQNL+3AXaU//IwEZHyyQwevgK2b4VjTocH3oWU1FhHFb8GXwsn/RV27YCbToG1f8Q6olIJZbjJ\ndqAP8AbQCBgMXB/42gh4HcgsqruGSHmStwmw98+f+DtHnwKp6ZF7w6QqkJlXolH0hsB2qfCndNiS\nC59silw4IiISxOi3YNpEqFUPbnnOfw+XojkHNz0NBx3pu4zcfCrs2hnrqEIWykozZrbBzM7GJ8kD\ngfOAk4AGZnaumW2MQIwiUbU+G2bugBQH3T9+wj8ZydKMPH2LL9GAvSUaI1SiISISfTu3w1M3+vuX\n3ecn/knxklPggfd8V5HZU+CBS8rd4IGQkuY8ZrbazD4xsxFm9qmZrQ13YCKxklfPfHjiNlLnTfXf\nEA+PQvvxQzL9qsWSeX7YSREG1wEHfLoJNhQ1akhERCLj1eF+YEe7g2HgkFhHU77UyYCHPvQlj5+9\nCq89FOuIQlKqpNk519E5d6pz7rxwByQSa3lDTXov+8HfyfyL/wk50pKSoM9f/P3RRZdoNKoCx1SH\nLIP39NmOiEj0rFgMrz3o7w99AhLVZTdkB3SFYa/5+//5O0z6KLbxhCCkpNk5d7Bz7kdgNvAu8FK+\nY5nOue3OuZPDG6JIdO0ZajLhJX8nGqUZeUIs0VAXDRGRKHryBl+L2/9s6HZUrKMpv3r/GS79h/9/\n7q6zfSeScqDESbNzrh0wDmgHPA58hv+UOM9EYAPwl3AGKBJNm3Pgp+2QhNFzyttQO8OXTUTLwb39\ney7/zY9iLcJptSDZwbgtsCIreuGJiFRaU8fCuHf9pvArh8c6mvLvwlv9otT2rXDDQNgY/5W+oaw0\n3wWkAD3M7Drgh/wHzSwX+A7oHr7wRKLr262QC/xpy1KqZm2Hvmf4soloSUz07YsgaBeNWkkwoKYf\n0/nmhuiEJiJSaWVnw2PX+PsX3AoZTWMbT0XgHNz2AnT8E/yxGG45HXbH9ypQKElzX+A9Myu6iSws\nAxqXLSSR2NlTmjHzU3+nXxRLM/Koi4aISHwZ9YwvIWjcCs6+PtbRVBypafDgB1C/MUybAA9fGdcd\nNUJJmmvjk+JgHH41WqRc2jPUZPrHfiXhoCOiH0TXo6BuQ/h9IcwrenLSgJpQIwF+3A7zyl+7SxGR\n8mHjWnjuTn//mkc1xCTc6jeG4e/739cPnoO3n4p1REUKJWleDbQt5pxOFJ9Yi8Sl7bnww3ZwlsuR\nC7+BfmdCQqkazJRNYiL0CZRoBOmikZYAp9X290dqtVlEJDKevQM2b4Du/aDXKbGOpmLq1N2XagD8\n61qY8mVs4ylCKBnBGGCgc65DYQedc93xJRxfhCMwkWibsg12G3T7Yxa1dmyKbteM/fULvYtGHH+i\nJSJSPv06Az74r1/MGPq4r8OVyOh/Flx4G+Tmwu1nwtL5sY6ogFCS5geAHGCic+5y/FRAnHOdnXP/\nB3wMbAUeDnuUIlGwpzRj7lho2gY6HBq7YA46Euo18psj5vxQ5Gl9qkODJPh1ly/TEBGRMDGDR6/2\nSdzpV0KrTrGOqOK75B7fjm7LRt9RY3N87XQvcdJsZnOB04AqwL+BiwOHfgaeCjx/qpktCXeQItGw\nZxPgbxP9BsBYrigkJMAxZ/j7QbpoJDk4UxsCRUTCb/RbMG2in9R60bBYR1M5JCTAXa9C24P8SvMt\nf4Gtm2Id1R4hFWya2edAa+A64C18ycZ7wI1AWzMbG/YIRaIgKxe+2+rrG45eMCm2pRl5Quyi8cZ6\nyFGJhohI2e3YBk/d6O9fdh9UrxXbeCqT9Gp+1HbtDPhxHAw5DBb9EuuogFKM0TazDWb2uJkNNrNj\nzex0M3vEzLTOJeXWD9thpzk6/TGb+g0aQpvOsQ4JuvSE+k1g1TKYPaXI0w5LhzYpsDIbxm+JYnwi\nIhXVq8P99952B8PAIbGOpvJp1AL+9x206eJXnP92OEz8MNZRhZ40i1REE/PqmfNKM+JBQsLe1eYg\nXTSc01htEZGwWbEYRjzk7w99wm8ClOhr0tonzn0HwfYtcNMp8L+7fY15jDgr4mNf51yv0l7UzCaW\nOqKCcVhRMYqEywnzcvh8ayIjXxjM4L//A5oV110xSmZNhot6+p7R7y8psgXeLzug0xyomQgrD4JU\n/TgsIlI6t5zux2X3PxvuGRHraMQMXn0Qnr7F3+91Ctz1ClStEZG3c85hZoVuagqWNJc2lTczC9uP\nZUqaJdKyDWr/uJutrgrLXzyRJk99GuuQ9jKDU1vCyqXw32+CDls5ZA5M2wEPN4XrG0QvRBGRCmPq\nWLiyL6Smw1vzNC47nnz3Odx5lu+s0bIjPPg+NG8X9rcJljQnBXndPaV8P2W4Uq5M3w5bXRXarPmN\nJj37xjqcfTnnu2i8/ojfEBgkab6nMQxcALf9DsfXgAPTohiniEh5l50Nj13j719wqxLmeNPzeHjh\nB7j5z7Bwtt8geM/rcMSJUQuhyJXmeKGVZom0R5ft5PrVqQz59nmeH9QfGjSLdUj7mv293wRRvzF8\nsCzolMKLFsPz6+DgNJjcAZJVpiEiUjJvPwWPXAWNW8HIORqXHa+2bYF7LoAJo/zC0qX/gAtuCVub\n2GArzfovVSq9CcvWANBr18r4S5jBjxdt2ALWrICfvw166mPNoGWyL9O4948oxSciUt5tXAv/vcPf\nv+ZRJczxrGp1uP8duORe//iZ2+C2QbB9a8TfOmjS7Jzr5ZxrUdKLOee6OufOL3tYItGRazAJ33+z\nV9s4TJjB//S8p4vGm0FPrZ4IL7cEB9y3EiZH/nuIiEj59+wdvla2ez+/0SxO7cyFb7bCyt2xjiTG\nEhJgyO3w4Ad+Q+DYd+DinrB8QWTftpjj44EL8j/hnLvZOVdUY6tTgRdDCcA594JzbpVzbmYorxMJ\nh9lrNrEhpTrN1i+l5VHHxTqcovULJM3j3oGcnKCn9qruNwLmAucvhm3BTxcRqdzmT4cP/utbyw19\nPLbTYAuxPAv+uwZO/g3qzoCj5kGLmXDJEvh1Z6yji7GjB8IL30OL9rBgFgzpDlO+jNjblaY8Iw0I\nNhon1L9tLwLHlyIOkTKbMHM2AL02zMfVi+OWEx0O9XV261bCjK+LPf3extA5FX7dBTf9HoX4RETK\nIzN49Grf+/f0K6FVp1hHRI7Bt1v9pu5uc6DZTLh0KXy0CbbnQrsU2G3w3FpoPxsGLYSftsc66hhq\n0R6enwJHDYTNG+C6E+C1h4JO0i2tmNc0m9kkYEOs45DKaeIG/xlXrzpxXr+Wv0RjTNGDTvKkJsCr\nraCKg/+sgS82RTg+EZHyaPRbMH0S1KoHFw2LWRgbsuGN9XDuImgwA46c50vsZuyAqgnw51rwXAv4\nvQvM6wy/HAh/qwtJDt7eAIf+Asf9CuO2RCRXjH/VavoWdH+70/8A9NRNcOfZsDO8P03EPGkWiRVb\nu4qJddsD0LtblxhHUwL9zvRfxxZfogHQLR3ubuTvD1kC67MjGJuISHmzYxs8daO/f9l9UD3Yh+jh\nZQazdsDwldBrHtSfAWctghHrYV0OtE6GqzPgiwNgXVcY1QYuqgeNk/3r26fC/1rCos6+HK9qAny5\nGY6ZDz3mwqgNfs9OpZKQABffDcNHQXo1+OoNuORIP+ExXG8RtiuJlDPzvxnNqhoNydi5kXZ1a8Y6\nnOK16wZN28KG1TC9ZEM3b2wIPavCit1w5dIIxyciUp68OhxWLYN2B8PAIRF/ux258OkmuGIptJoF\nXebA33+HSVt9XWuf6n441S8Hwm+d4fFm0L8GpATJ1Jok+9cs7eJ79ddNhO+3w2kL4cA58NJayIrd\n1OnY6P1nX67RtK2vV//rn/zQmjAINtwkbgwbNmzP/czMTDIzM2MWi1QcExf+Dk2hl9uMc9FbYSi1\nvBKNl+/zHyke2qfYlyQ5eKUldP0FRm6AU9bDmXUiH6qISFxbsRhGPOTvD33CbwKMgKVZ8Mkmfxu7\nGXbkW/3NSIITa8KAmnBsDahZhhDqJMEdjWBoBrywDh5eBXN3wl+XwB0r/Gr0RfWgWmR+mfGnVSd4\n8QdfovHdZ3BNf7jqYTjzmgIbPcePH8/48eNLdNmgw00Co7SHmdk9+Z67C7jLzAr87BPsWNAgnGsJ\nfGRmBT4j13ATiYhVyzjvvfG8dth5PNlgF1c2TYl1RCXz6ww4rxvUrg8frYCkkv3c+8wauHwp1E6E\nWZ32fsQnIlIp3XI6jHsX+p8N94wI22WzDSZv80nyxxth1n7dLQ5N90nygJrwp3RIiFCjjt3ma6Qf\nWAlzAjHUSYSrMvytbrlYMg2DnBzff/vl+/3jE86Dm5+F1KJH5gYbblKSpHn/E/IuVNgLHWBmVuKf\nZZxzI4HeQF1gNXCnmb2Y77iSZgk7G/EILTLOYFmd5szoCAelxzqiEjKDMzvA0vnw5GjoXrKx32Zw\n4m/w+WY/YvvTtnHXVUlEJDqmjoUr+0JqOrw1r8zjstdlw+eB1eTPN8OGfFtOqiX4VeQBNf2qcqMq\nZYw9RLkGH2+C+1f6ZB4gPQEuqQdDG0CzyrKAMuZtuPdCvzGww6HwwHvQsHmhp5Z1IqDb71bU8y7f\n8yVmZmeZWWMzSzGzZvkTZpFIWTJlAsvqNKe2ZdG56B84408Ig072f9nzLfxKw+eb4dm1EYpPRCSe\nZWfDY9f4+xfcWqaE+cdt0HseZMyAcxf7ErgNOdA2Ba7NgK8OgLVd4b028Ld60U+Ywa9kn1wLvm0P\nE9rBCTV827p/rYbWM+Gvi+GXHdGPK+r6ngHPfedbt8790dc5TyvZ3qD8gibNZpZQmlupf1Ei0bD0\nVyYGWo0fXSMxYh+PRUxe0jz+Pcgu+VioxsnwdOAH6+uXw2+VvSm+iFQ+o57xQzAat4Kzry/VJXIN\nHlkFPefBxK2Q6KBvdXi0Kcw7EH7tDI81g37FbOKLJuf84KtPD4DpHeGs2n4A1kvr/IbB0xbAlG2x\njjLCDjgIXpwKhx0LG9b4TxvefiqkHn1x8scpEkWj32Ri214A9CrLzotYadMZWnSATevgx3EhvXRQ\nHf/NcnuunxaYrconEaksNq719a0A1zwKKaH351+1Gwb8Bjcs93XDV9T3q8mj28F1DaBdnLf8B+ia\nDq+3hvmd4fL6kOxg1Ebfqu6Y+b51XYWtiq1ZBx79FM65AXKy4ZGr4L6LYFfJVpGUNEvlM/oNJhzQ\nG4Be1WIcS2k4t3es9ujiB53s79/NoXEV+G4bPLQyzLGJiMSrZ++ALRuhez/odUrIL/9yM3Sd40vc\n6iTC+23gqeZQoxyuvQC0SYH/NIfFXeDvDaFGgh+OctyvfljKW+v9dMIKJykJrnoI7nkdUtLgoxfg\n8t6wuvjxuUE3AsYDbQSUsFowixX/158m962gWoKxoZsjqbyVZwAsnA1nd4YateHTVZAUWrHcl5v9\nN8YqDr7v4AehiIhUWPOnw4WH+kWH134OaVx2Vi7ctsK3cQPIrAavtfI9kiuSTTm+09Jjq2BVYBhW\n2xS4qQGcXzd+Sk3Cat40uPlUWLkE6jSA+9/FdTuqTBsBRSqOr95gUpujATiyWjlNmAFaH+hvmzfA\nD2NCfnn/Gv5jxd0G5y2CnZWt+b2IVB5m8OjVfrzy6VeGlDD/uhOOmOcT5kTgH419KUbnft/CAAAg\nAElEQVRFS5jB94m+uSEs6uL3v7ROht92wSWBYSxPr6mAZRvtD4aXpvq5B+tXwRXB5x8oaZbKw6z8\nl2bkl7chcEzoJRoAw5vAASm+j+gdK8IYl4hIPBn9FkyfBLXqwUXDSvyyV9fBIb/Aj9uhRTJMag+3\nNfIb/yqytAS4rD7M6wwjW0HXNPhjN/zfUl/Pvark+8/Lh1r14PEvYfC1xW6uV9IslcfcH2H5Aia2\nPwaA3tVjHE9ZHXOG/zphFOzOCvnlVRPh1Vb+m8Ajq2DilvCGJyISczu2wVM3+vuX3QfVi5/+ujnH\nfwJ3/mLYmguDavuOEz3L+0JLiJIcDK4D0zrCW619Hfdnm+GgOX4ceIWSlATXPgZ3vhz0NCXNUnl8\n9QZrq9ZldoMOpDo/jalca9UR2nTxG1t+GF2qSxxeFW5t6CcVXbDY/2chIlJhvDocVi2DdgfDwCHF\nnv7DNr+6/Np6PwTk+RbwRiuoVVkm6BXCOTijNszoBH2qw+psv+J8zbIKWNp34vlBDytplsohNxdG\nv8mktr6euUfVCrKpoW/pu2jkuaMRHJwGi7Ng6LIwxSUiEmsrFsOIh/z9oU9AYtFtLnINHlwJR8yF\nBbugWxr82BGG1NP01DxNk/3AlgeaQBLwxGo4bC7MqgzDUQIqQtogUryfv4XVy5l40ElABSjNyNM3\nUKIx8X3I2lWqSyQn+DKNFAfPr4MPN4YxPhGRWHnyBt9/t//Z0O2oIk/7Y7fvJnTz75CNn+Y3uQN0\nKAc9l6Mt0fnNgt928HtiZu6A7r/Av1dXwE2ChVDSLJXD6DcAmNj5OKACbALM06I9HNAVtm6CKV+W\n+jIHpsF9Tfz9i5fAmoq20UNEKpepY2Hcu5CaDlcOL/K0Tzf53sujt0C9JPi4rZ/mVyE+iYyg7lXh\np44wpC7sNLhyGZy8oOL/31E+/lo8eg188jL8+nNIY4NFAMjOhjFvsym1BtOrNaGKgx4VJWmGMnfR\nyHNtBvSu5uvVLl1aOVYNRKQCys72LeYALrgVMpoWOGVXLly3zNfmrsn2Y7B/7gQDakY51nKsWiI8\n39JvEqyVCB9v8psEv9wc68gip3wMNzk83xPJKdD2IGh/iC/sb3+I3wxVinGYUklM+Qqu6c+nmRcx\n4IznOKIqfNMh1kGF0bLf4IwDIL06fLa6TP8WluyCLnNgSy683NI3tBcRKVfeetInzY1bwcg5Bb4n\nztsJgxfC9B2+NvcfTeDGBpCg2uVSW5YF5y6CiVv94+sy4P4m5XPF3jlX5HCT8rEf9PL7YN5P/vb7\nQpjzg7/lSUyElp18Ap13O6ArVK0ohatSajk58MlLAEw82u+K7VXR/lo0a+v/zs/7CaZ8UarxsHla\npMATzeCvS+CqpZBZHZpXwCb+IlJBbVwLz93p71/z6D4Jsxm8tM6XEmzP9cM7RraGw6rGKNYKpFky\njG0Hw1fCnSvgsdUwdgu83go6pcU6uvApHyvN+WPcstGPw5z3E8yf5r8umeu7I+z7Qmh2wL4r0u0P\nhppaOqvwcnLg5298ucLYd/yUH6DnM9uYnJPOp23hhIr2Edwrw+E/f/cbXu4ZUaZLmcGpC+CDTb69\n0OgDtAIjIuXE8Mth1DPQvR888eWe1hebcuCyJfDGBn/a2XX81LsaRTfUkFL6fhucvch3IUl1vkb8\n0nLUhSTYSnP5S5oLs2Mb/PaznyGetyK9cFbh9c8Nm++7It3uYKjXqPz8aUrhcnN9ojz6LRj/Lqz9\nY++xJq3Zdu4t1Gp+EbnAhm4V8Bvl7wvhL20gvRp8uspvfimD1buh8xxf6/evpnBNgzDFKSISKfOn\nwwWHQEICvPbznnHZk7fCWYt8W82qCfCf5nBeHf23H0lbcuCqZfDyOv/4lJrwv5Z+s2W8q/hJc2F2\nZ8HC2XuT6PnT/D+oXYU0FKzToOCKdIPmfkKMxK/cXN9KbuzbMO4dWJNvFnTjVn6DXN8zoP0hjNni\n6PcrHJoOUzvGLuSI+mt3+GWqr/m/7Xno+KcyXe6DjfDnBX6l4KeO0LECfcQmIhWMGVze24/LPvMa\nuO5f5NjecoEc/Pf/ka3gAG2Bipo31/uN5ZtyoFEVeKUl9KsR66iCq5xJc2FycmDpvH1XpOdP8+26\nCr6xn0det5Ffia7bCOo2LPi4XiNIU0FU1OTmwqzJe0sv1vy+91jDFj5R7jcIOhy6zzLCnSvg3j/8\n5oRHm8Ug7miY+xPcdoZfdU5IgLOGwsV3l2nVechieHGd/8/muw5QRSszIhJvFsyCl++DL0f6/7ff\n/pXfU2px3mIYt8WfckMD+Gdj35deomvJLjh3MXwd2CQY738WSpqDMYMViwJJdCCZ/m0GrFtZ8p5b\n6dUDiXQhSXXe43qNoIY+DyqV3FyYPQXGvO1XlVcv33usYXOfKB9zBnTqXuTvb+Y8mLAV3m8Dp9SK\nUtyxsGMb/PdOePNf/vetaRu45X9waGapLrc5x7cQWpIFdzaCuxuHN1wRkVIxgxlf+zHZ33zin0tI\ngLtH8FH3wfx1MazLgYwkv7p5XEXbx1LOZBvcvxLuDqz6H5wGr7eOzwEySppLIzsbNqyGdX/4BHrt\nH/7+2sDjPff/8KUgJZFUZb/EOt/9Og2hTgbUrOc3K1ar6b8BVFZmMPv7wIry27Aq33znBs18ktx3\nEBx4WLE/iOzKhZrTYZfB2q5QtzJU3cz+Hu77m1+BAfjzJXDlg/7vVYgmbIE+831T9287aKe5iMRQ\nbi58/ZFPlmd+559LSYWThrDzrBu4KbcVT67xTx9Xw7fObFAlVsHK/r7bCucsgkVZkObg8WZwUZxt\nElTSHElmvqNHUQl1/oS7sDKQoiQmQo26/qOmmnV9Ml0rcMt7vla9vUl2rXo+IYqnv3mhMvOtBPMS\n5ZVL9x7LaOoT5X6DoNNhIf1AMWkL9JoPnVNh5oERiDte7c6CVx6AF//hN8XWbww3Pg29Tg75Utcv\ng0dXQ7sUmNYJ0ivxz3MiEgO7s+CLEfDaQ7D4F/9cjdrwlyvYcNrVfJJQn4dWwc87fBnZ/U18OZ46\n/8SfzTn8f3tnHidXVeXx76nqvXpNJ5CEdDrBJEp0IgJKBCQIohGRhGERFBRhFFnUD6DihsyAgDo6\nIyDbICCDIDsJy3zEiCRhBDQDIhgSyEK6E7qz9L4vVXXnj/sq9bq6qqu6u7pfVfX5fj7v8+6979Z7\n53Z13fd79517LpfWw30tNn9qJdxZmzkDWiqaM4W+XmhxRHRTYzQdEdntTdDebONMdo9hSR1/nnUB\niSeoI6LbLcArqiFQ7u2ItjGw+RUb9eK5h2F3XfTYjIPsRL7jz4APLB2zndc1wg8b4JIZ8Ku5abI7\nm9i+Ea67wLq4AHzic3D5TfbNRor0heHwTfBmH3x9Btw0Ff+OiqJMPt2dsOq/4MH/jM5hObCGunOv\nZvXSc1jVU8j6TvvKH2BBITw4Hw7XN2IZzwMtcFEddIThIGeS4PEZMElQRXM2MjhgBXRERLc3Ofvm\naLqtCTqao+mezrFdqzhg/bKLS23IsrjpMpsvdpUFnH1surBo5BFvY6zv+B+dEeWGd6LHps+Kul78\n00fHLeh7w/CpLfBCFzw0H86cNq7TZS+hEDxyM9z+A+jrsQ9Xl90Iy7+Q8tuJV3vgyE0QBP6wEE7M\ngM5NUZQcpXkPPHwTPH4rdLZhgNeWnsbqU69i1fQl/L0v2m/lAcvK7HyVL1fb5Z2V7OCdfruS4Ivd\nIMB3DoRrPJ4kqKJ5qhAR2hGR3e4S1O58u6uspyv9dvj9Q8W1W3wXlcCmDTbCQ4TqmY5QPgOWHD1u\noWyMFXh3N9sn2baQ/TG+u8SGvJnSNLwDN3wVNvzR5j/6abjydjuhMgV+3AhXNdhRgTcWQ1WGvE5T\nFCVH2LUN7v85PHMPg8EQ6xcey+rjL2L14pOo90UjAZX67CJVKyrgpArti7KZoLH3lmsbIYyN1vTA\nfFjk0SRBFc1KYkIhO/LY0wm9XVZEx0132rw7HTnW22VfoUWOpTIxsnomfPw0O6K85GgrtMdJcxDu\nb4G7m+DvrnDcR5TA5QfC2VN1lDkWY+zS4jdebv3xS0rh4p/AP1+U9IElaOCYt+Av3XDONLhv/uSY\nrChKjrP5Vbjvp3S++Ht+/75PsnrJCp45dCVtBaX7q8zKh1Mq7Ijy8WVQqHMrcoo/O5ME6wbsvJmb\na+ybg8meqqWiWZlcBgds6LOIqO6OEdcz56ZNKIcMPNcJdzXBqjYYcP5Vpvnh3Gr7g/vg+BbHy12a\nGuHnl8Lax23+g8fA938Nte8d8WNv98Ghb0KvgUcOhtOrJsFWRVFyD2Ngw3M0PnonT4YrWb1kBc+9\n9wQG8gr3V1lcZEXyikr4cIlO7Mt12kPWz/l3znLny0rtm4RlZXYEOm8Svn8VzUrO8U4//KYZ7mmC\nnc5q6YINMXT+dDsaoaMQKfKnx+Dnl0DLHigohAuuhi98y4ZITMCte+GSnVDttxFJprzbi6IoKWOC\nITav/wOrNm5j9awj+Mv8pfuPCYajS4UVzoiyrt439TAGftsCl9RDZzhaXuqDY0qtgD6u1E72nIgF\nt1Q0KzlBbxieaLPuF8+55jzOL7BC+UvVUFPgnX1ZTUcr3HQFPH2PzS86FL5/F7zvsLjVjYHlW+EP\nHXBSOdw/Hyr82R3xUFGUiSNk4OXWfla9tonVwQq2VEd9u4rCg5xYZlg5vYCTK+AAfQhXgH2DsKYT\n1nba9QLe7h96POCDo0vtaPRxZdYVMx0TCFU0K1lLvEl9AEUCp1XBBdPtD0Zf2aWJv6yBn3wVGndY\n95nPf8uOPBcVD6v67gB84M3od1Lmg7kFdqspiKYj20H5mbtsqqIo6ac3DH/sgFX7+nmqJci+vGgc\nuOqeFk4O72PlIfM4sbqQgEa8UJLQMADruxwR3QWb+4YeL/HBUQEroJeVwUfGKKJVNCtZx0iT+s6f\nDmdXQaXOlp4Yerrgv66Ch260Ty01C62v84eOHVZ1TQdcsQu290N3OM65XAgwM3+okK6JyU/P09Fq\nRclkQsYuTtEWsv6nbe50MJre3g9rOsL0mKhqOXjfNlbseomVC2Zz1DHLyMtTpayMnd2DdgR6nSOk\nN8WI6GKBo1zuHB8JpOa2qaJZyQoSTeqr9sM51XB+NSzRSX2TxxsvwfX/Au+8afP/fBFc8hO7IE4M\nxkBrCHYOQH3MFil7d9CGExqJIok/Sl3j2utqhIoydvrCUbG7X/QG4wjgBMc7k/2IYziibgMrXl/N\nyvBe3n/ymciHT9AnY2VC2DNoR6LXOS4dG2NEdJHAR0utgF5WBkcGoCjO/URFs5LR6KS+DGagH+69\nHn5zPYSCdjnzK2+Hoz8z6lMFDTQMDhXSscK6NZT8PNPzomK6NnYrtA9Zek9WcpF+R/COdWsLQf84\nb6diDOVmgMrBHir6OqjsbqGicx+Vbbup7G2joredyt42ZnTu4/ita5lz2FFwzncSzo9QlIli3+BQ\nd443eoceLxRY6nLnWBqAYp+KZiUD0Ul9WcbWN+D6C+DNDTb/yc/DZb+EqhlpvUxn0LCzs4f69m52\ndvVR3xukftBHfTifnb5iduaXM+Ab2S8nEB5gbqibWtNLrQxQ6w9Sm2+oLYTaojxmBQrxF5fYhXby\n8r1T2MZAcNCGaBwcgODA8HRw0K6SOeOglOw0xoqi7rCzhaArHM13heKnY/NVfruwwKIiWFRoIxjo\nw8jYMcaGaOwI2W2sone8ghdstIFKv90q3PtwP5W97VR0N1PZvofKlgYqmuqp3LOdioYtVO7ZTmVP\nG2X9nfji3ZN9Ppg+G2bNg5m1MGcBfPpcmPOe8RutKGmgKQgvdMJaR0i/HiOiCxwRvf59U1g0Bw30\nODeCHucm0hMeWjbkeNi+vqrKgwPz4MD86P6APJ3INFqMcwNvDkJzyD75Pdk+fFLf6VVWLOukvgwm\nFLJ+znf8EPp7oXI6XH4TnHhWfDUVWaGyoyW6JLw7Hcl3xBwbYXGcsAh7yw6gblot9VVzqZtWu3/b\nUT2Pumm1dBRXjNiM/OAAc9p2UdtSR21rPfM6Gqjt2kNtTxO1fc3UDHZSUFBgRXVRCRSW2KXmC4sh\nHIovcuOJ3oggjikPBwfpxU+3r4CeghK6CwP05Nt9d0Egbll3oIqu6oPorpxJd/l0my8qozuviG7j\ns8LYEb0pDNaPif1C2hHRiwptfmFh7i5bHHb6r4jY7XCnXWXtsWVx6qbje8nDCtxRbz5DZWcTlft2\nULT7HWR3Heyug0Znv7sOujuSXDzfxtifWWu3iDieWQuzau1bqBHCVCpKptEchBdc7hx/7wUDcESW\ni+bb9pqhAjeUWPTGCuDBNDdvmn+okI6kZ+YPF9i55lIwEIaWkP1Ha3FEcHMwurXE5CNlAwm+gyNK\nbPSLs3RSX3axaxvc8BV45XmbP/zjUHWASwg7AnisS7QXFkNFtd3Kpw1Nlzvp0gorQvt77IqWfT12\nQZ2+HtpChjopoc4foC6/grqiKuqKp1MXmEFd2Sz2BqaPeHkJh5nV0WhFtWurad1JWHxW1EbErVvk\nxisvCAw71lswsY75+YQJ+IRSvxDwQcBvQzOV+tif35/2WcEbcOVLfLAvaMM7bemz+7f77Ih1Imbl\nR0W0W1QfXOhtPxg29uG8xemLWlz9UoszaW0kQdwZdm6iaaBIoNxvt1TFbmzdYhlhtN8Yu2BR/duw\nc4uzOemG7dDfl+CDDsWBqAiOCGG3OK6emXTFUEXJZlodEb2iKstFM/83dht92JtA5GYwLO0fXl4o\n1rdyzyDsCdr97kF7IxnNHIhKf3xBHU9oj+bGYoy1I4y9KYScfdi9x06sC8c5FnLtO8NJhK/rRjPa\nCSARigWq8+w2LQ8OLYbzdFJfdmMMPHW3je3c1R6/jt9vRa5b+MYTwhXVUTFcPi1ueLt00hu2/tN1\nA1DXG6SuJ0hdf5i6AaEu6GeXySfMxL7uKBbj9D+yv+8JxPRDAVcfVdrfTaB1N4GmnQT21lHauI3A\nrrcING6jtK+TwEA3gf5uAgPdFISciQEzZkPt+2DeIUP3M2aP2s/CGNgdHCqi3+6DLf2wtT/xg7EP\nmFcwdGQ6Mjo9twD8KZoRMnY0tyU49ME9nhB2p1tD4xe9pb6o2C13p0dRVuZL01tKY6B1n0sUu4Tx\nrq32wTER5VXDR4jd4rjCg/WKFSUDyXqf5gt3mJTEbrx0wUhP5qMkZGyHHBHSEVG9e3CowN4ThL2D\no3sdV+50qqmIYK/wY0VvdZ71b9yfTpIv1sGJ3KWpEf78jHVjiBXGgfKsvAkPGhuDus699cOuQbuE\na0JxG9M3JRLCxb40uiD19VjBtGMT7Nhs93Wbof4tO4kzHiVlMC+OmJ7znjG9Xg8Z+xASEdFvu4R1\n3UDiPqtAYIHLxaPEl1gUj0f8VvjtG8LIQ/s0V98U8edNJH5LfakL+7TS0TpcFEe2RA+pYH97NQud\nbZErvSBu1BtFUYaT9aI5022MR9jYDn+YoI4ZvY4I7OAoz+9zNr84adfe787HK3MdK4vcTPwuwRsn\nX51nbypZqIEUZeoRClk/1VgxvWOTdZ2Jhz/PTt6ad4ideFhWCaWVzr7ClXaVJRHZ/WEbrzciot2i\nunFwdE0aSfzGS0/z27kpeZnaZ/V0RYVw/duwyyWM25oSfy5QHhXDcxfBnIXRfMW0ybNfUXIUFc0Z\nTsTvLmSignaYGHaVqXBVFGVMGGMFmVtE79hs0407Rn++opKokI4nqoeVOftABZ0llWw1hftF9EA4\nKojjil8TTjABczB+5JGRJmfuzwfBhCEcHr6PpI0ZXha7NybxscjncOp0tVlh3NQ48t91zoKoMK5Z\naMXx3EU2Yo3eBBRlwlDRrCiKooxMX48d8azbDC17rbjrarf7zrbh++52O6I9HgqLooI7Ly8qguMJ\n3vFeK9PIL4CD3hMVxW63ijH4nSuKkh5UNCuKoijpxRg78SwiomMFdSKhHcl3tNoFc0ZDQSHkFVjB\nmV9g3UOG5BOlE9Tz+e2EVfHZyBCRvc8HyPCy2Hoiccpi6rvr+Hw2hGHNQjiwxl5bUZSMQkWzoiiK\nklkYY+N9R0R0KDSyyPXr6iqKokw8KpoVRVEURVEUJQkjiWYNBqYoiqIoiqIoSVDRrCiKoiiKoihJ\nUNGsKIqiKIqiKElQ0awoiqIoiqIoSfBcNIvIchHZLCJbRORKr+1RFEVRFEVRlFg8Fc0i4gd+BSwH\nFgNni8ghXtrkJWvXrvXahElB25lbTJV2wtRpq7Yzt5gq7YSp01Ztpzd4PdL8EWCrMWaHMWYQeBBY\n4bFNnpFp/xwThbYzt5gq7YSp01ZtZ24xVdoJU6et2k5v8Fo0HwTsdOV3OWWKoiiKoiiKkjF4LZp1\n1RJFURRFURQl4/F0RUARWQr8qzFmuZP/HhA2xvzUVUeFtaIoiqIoijIpZOQy2iKSB7wFnAA0AH8F\nzjbGbPLMKEVRFEVRFEWJIc/LixtjgiJyKfAs4AfuUsGsKIqiKIqiZBqejjQriqIoiqIoSjbg9UTA\nuIhIjYg8KiJtItIuIo+JSI3XdqUbETldRFaJSL2I9DiLvFwvIqVe2zbRiMjvRSQsItd6bUu6EZGT\nRGS9iHQ6/78bROTjXtuVTkTkYyKyRkT2ikiHiLwiIl/22q7xICJzRORmEXnJ+T2GRWRunHpVIvJr\nEdknIl3O3+EDXtg8FlJpp4h8QkQeEJHtTp2tInKriMzwyu7Rkur3GfOZ2516902WnelgNG0VkaVO\n/9vq/P++LiKfm2ybx8IofqNLROQJEWlw2vgPEbnCWRsi40lVG+RAX5S0nZnWF2WcaBaREuBPwCLg\ni8C5wELgeedYLnEFMAh8F7vAy23ARcAaEYnrhJ4LiMjZwBInm1OvOkTkQmAVsAFYCZwBPAwUe2lX\nOhGRDwFrsP3HBcCp2PbeJSJf89K2cbIA+301A+vjVXB+l08BnwQuBU4D8rH9U7aEy0zaTuCrQDXw\nY+BTwA3AKcDLIhKYDCPTQCrt3I+IHA18Aegg+/qllNoqIp8B1mHnEJ2N/U7vBAonwcZ0kMpvdA7w\nPFALfAM4Gdsn/wy4bnLMHDdJtUGO9EWpaKDM6ouMMRm1Ad8EgsDBrrJ52D/sZV7bl+a2VscpOxcI\nAx/32r4JanMV0Ah8zmnnNV7blMa2zQN6gW94bcsEt/MGoA8oiSl/EXjRa/vG0S5xpf/F+f+cG1Nn\nhVO+zFVWjr2J3+h1G9LYzulxPvcxp+6XvW5DutrpOp4P/AO4EngH+G+v7Z+A77QM2Av8h9f2TnA7\nL3TKF8aU/w5o8LoNKbYzqTbIkb4olXZmVF+UcSPN2CeIl4wx2yMFxpgdwJ/JsdUCjTHNcYr/z9nP\nnkxbJpGfAm8YYx7y2pAJ4HzsA9/tXhsywfixD7G9MeUdQNa+ITFOb5yEU4B3jTHrXJ/rwI74ZEX/\nlEo7jTFNcYqzqm9K8fuM8G3s/+4vyML/4RTbegYwHdvGrCTFdkZcMNpjytvJku82RW2QC31R0nZm\nWl+UiaL5/dgn/ljeBBZPsi1esMzZ51wUERE5BvsUeYnXtkwQx2BDKH5eRLaJyKCIbBGRi702LM3c\nBYSAm0RklohUishXgOOB//TWtAlnpP5pbg66kLnJyb5JRBYAPwAuNsYEvbZnAjkGaAE+KCJvOP1T\nvYj8SEQyUQuMlYew7ie3iMg8ESkXkVOBc8jiBwaG//5ytS9KpZ/xrC/yNORcAqqA1jjlLc6xnMXx\nQ7oGWGOMe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       "text": [
        "<matplotlib.figure.Figure at 0x114a8c410>"
       ]
      }
     ],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}